{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rolling Linear Regression\n",
    "\n",
    "- We introduced pairs trading based on cointegration in [Chapter 9](../09_time_series_models).\n",
    "- An important implementation step involved the estimation of the hedge ratio to determine the relative size of offsetting positions.\n",
    "- In this notebook, we will explore how to compute this ratio using rolling Bayesian linear regression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:47.412574Z",
     "start_time": "2020-06-18T12:29:47.410700Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:48.814838Z",
     "start_time": "2020-06-18T12:29:47.413758Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from pathlib import Path\n",
    "\n",
    "import numpy as np\n",
    "import theano\n",
    "import pymc3 as pm\n",
    "\n",
    "from sklearn.preprocessing import scale\n",
    "\n",
    "import yfinance as yf\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:48.817881Z",
     "start_time": "2020-06-18T12:29:48.815924Z"
    }
   },
   "outputs": [],
   "source": [
    "# model_path = Path('models')\n",
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple Linear Regression Demo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Artificial Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:48.833737Z",
     "start_time": "2020-06-18T12:29:48.819181Z"
    }
   },
   "outputs": [],
   "source": [
    "size = 200\n",
    "true_intercept = 1\n",
    "true_slope = 2\n",
    "\n",
    "x = np.linspace(0, 1, size)\n",
    "true_regression_line = true_intercept + true_slope * x\n",
    "y = true_regression_line + np.random.normal(scale=.5, size=size)\n",
    "\n",
    "x_shared = theano.shared(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:50.330826Z",
     "start_time": "2020-06-18T12:29:48.834880Z"
    }
   },
   "outputs": [],
   "source": [
    "with pm.Model() as linear_regression: # model specification\n",
    "\n",
    "    # Define priors\n",
    "    sd = pm.HalfCauchy('sigma', beta=10, testval=1) # unique name for each variable\n",
    "    intercept = pm.Normal('intercept', 0, sd=20)\n",
    "    slope = pm.Normal('slope', 0, sd=20)\n",
    "\n",
    "    # Define likelihood\n",
    "    likelihood = pm.Normal('y', mu=intercept + slope * x_shared, sd=sd, observed=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:50.369284Z",
     "start_time": "2020-06-18T12:29:50.332060Z"
    }
   },
   "outputs": [
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     "execution_count": 6,
     "metadata": {},
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    }
   ],
   "source": [
    "pm.model_to_graphviz(linear_regression)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### HMC Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:57.529674Z",
     "start_time": "2020-06-18T12:29:50.370484Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Sequential sampling (2 chains in 1 job)\n",
      "NUTS: [slope, intercept, sigma]\n"
     ]
    },
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       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='3500' class='' max='3500' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [3500/3500 00:02<00:00 Sampling chain 0, 0 divergences]\n",
       "    </div>\n",
       "    "
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       "\n",
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       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
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       "      100.00% [3500/3500 00:02<00:00 Sampling chain 1, 0 divergences]\n",
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 2 chains for 1_000 tune and 2_500 draw iterations (2_000 + 5_000 draws total) took 5 seconds.\n",
      "The acceptance probability does not match the target. It is 0.890806392572528, but should be close to 0.8. Try to increase the number of tuning steps.\n"
     ]
    }
   ],
   "source": [
    "with linear_regression:\n",
    "    # Inference\n",
    "    trace = pm.sample(draws=2500, # draw 2500 samples from posterior using NUTS sampling\n",
    "                      tune=1000, \n",
    "                      cores=1) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Posterior Parameter Distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:58.117115Z",
     "start_time": "2020-06-18T12:29:57.530687Z"
    }
   },
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 1490.4x331.2 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.plot_posterior(trace);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear Regression for Pairs Trading\n",
    "Based on Thomas Wiecki's [rolling regression](https://docs.pymc.io/notebooks/GLM-rolling-regression.html) example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:58.416883Z",
     "start_time": "2020-06-18T12:29:58.118995Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  2 of 2 completed\n"
     ]
    }
   ],
   "source": [
    "prices = yf.download('GFI GLD', period='max').dropna().loc[:, 'Close']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:58.422838Z",
     "start_time": "2020-06-18T12:29:58.417911Z"
    }
   },
   "outputs": [],
   "source": [
    "returns = prices.pct_change().dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:58.435358Z",
     "start_time": "2020-06-18T12:29:58.423864Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 3921 entries, 2004-11-18 to 2020-06-17\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   GFI     3921 non-null   float64\n",
      " 1   GLD     3921 non-null   float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 91.9 KB\n"
     ]
    }
   ],
   "source": [
    "prices.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:58.446199Z",
     "start_time": "2020-06-18T12:29:58.436354Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 3920 entries, 2004-11-19 to 2020-06-17\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   GFI     3920 non-null   float64\n",
      " 1   GLD     3920 non-null   float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 91.9 KB\n"
     ]
    }
   ],
   "source": [
    "returns.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:58.463938Z",
     "start_time": "2020-06-18T12:29:58.447835Z"
    }
   },
   "outputs": [],
   "source": [
    "prices_normed = prices.apply(scale)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting the prices over time suggests a strong correlation. However, the correlation seems to change over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:29:59.143852Z",
     "start_time": "2020-06-18T12:29:58.465037Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes= plt.subplots(figsize=(14,4), ncols=2)\n",
    "\n",
    "prices.plot(secondary_y='GFI', ax=axes[0])\n",
    "axes[0].set_title('Asset Price Series')\n",
    "points = axes[1].scatter(prices.GLD,\n",
    "                         prices.GFI,\n",
    "                         c=np.linspace(0.1, 1, len(prices)), \n",
    "                         s=15, \n",
    "                         cmap='winter')\n",
    "axes[1].set_title('Price Correlation over Time')\n",
    "cbar = plt.colorbar(points, ax=axes[1])\n",
    "cbar.ax.set_yticklabels([str(p.year) for p in returns[::len(returns)//10].index]);\n",
    "\n",
    "sns.regplot(x='GLD', y='GFI', \n",
    "            data=prices, \n",
    "            scatter=False, \n",
    "            color='k',\n",
    "            line_kws={'lw':1, \n",
    "                      'ls':'--'},\n",
    "            ax=axes[1])\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A naive approach would be to estimate a linear model and ignore the time domain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:31:08.403791Z",
     "start_time": "2020-06-18T12:30:43.365600Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Sequential sampling (2 chains in 1 job)\n",
      "NUTS: [sd, GLD, Intercept]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='6000' class='' max='6000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [6000/6000 00:12<00:00 Sampling chain 0, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='6000' class='' max='6000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [6000/6000 00:10<00:00 Sampling chain 1, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 23 seconds.\n",
      "The acceptance probability does not match the target. It is 0.8911685927193085, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The acceptance probability does not match the target. It is 0.885216489858401, but should be close to 0.8. Try to increase the number of tuning steps.\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model_reg:\n",
    "    pm.glm.GLM.from_formula('GFI ~ GLD', prices)\n",
    "    trace_reg = pm.sample(draws=5000,\n",
    "                          tune=1000,\n",
    "                          cores=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The posterior predictive plot shows how bad the fit is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:31:08.896191Z",
     "start_time": "2020-06-18T12:31:08.404977Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 5))\n",
    "ax = fig.add_subplot(111, \n",
    "                     xlabel='GLD', \n",
    "                     ylabel='GFI',\n",
    "                     title='Posterior predictive regression lines')\n",
    "points = ax.scatter(prices.GLD,\n",
    "                         prices.GFI,\n",
    "                         c=np.linspace(0.1, 1, len(prices)), \n",
    "                         s=15, \n",
    "                         cmap='winter')\n",
    "\n",
    "pm.plot_posterior_predictive_glm(trace_reg[100:], \n",
    "                                 samples=250, \n",
    "                                 label='posterior predictive regression lines',\n",
    "                                 lm=lambda x, \n",
    "                                 sample: sample['Intercept'] + sample['GLD'] * x,\n",
    "                                 eval=np.linspace(prices.GLD.min(), prices.GLD.max(), 100))\n",
    "cb = plt.colorbar(points)\n",
    "cb.ax.set_yticklabels([str(p.year) for p in prices[::len(prices)//10].index]);\n",
    "ax.legend(loc=0);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rolling regression\n",
    "\n",
    "Next, we will build an improved model that will allow for changes in the regression coefficients over time. Specifically, we will assume that intercept and slope follow a random-walk through time.\n",
    "\n",
    "$$\\begin{align*} \n",
    "\\alpha_t &\\sim \\mathcal{N}(\\alpha_{t-1}, \\sigma_\\alpha^2)\\\\\n",
    "\\beta_t & \\sim \\mathcal{N}(\\beta_{t-1}, \\sigma_\\beta^2)\n",
    "\\end{align*}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, lets define the hyper-priors for $\\sigma_\\alpha^2$ and $\\sigma_\\beta^2$. This parameter can be interpreted as the volatility in the regression coefficients."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:31:09.148338Z",
     "start_time": "2020-06-18T12:31:08.897317Z"
    }
   },
   "outputs": [],
   "source": [
    "model_randomwalk = pm.Model()\n",
    "with model_randomwalk:\n",
    "    sigma_alpha = pm.Exponential('sigma_alpha', 50.)    \n",
    "    alpha = pm.GaussianRandomWalk('alpha', \n",
    "                                  sd=sigma_alpha, \n",
    "                                  shape=len(prices))\n",
    "    \n",
    "    sigma_beta = pm.Exponential('sigma_beta', 50.) \n",
    "    beta = pm.GaussianRandomWalk('beta', \n",
    "                                 sd=sigma_beta, \n",
    "                                 shape=len(prices))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perform the regression given coefficients and data and link to the data via the likelihood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:31:09.682250Z",
     "start_time": "2020-06-18T12:31:09.149369Z"
    }
   },
   "outputs": [],
   "source": [
    "with model_randomwalk:\n",
    "    # Define regression\n",
    "    regression = alpha + beta * prices_normed.GLD\n",
    "    \n",
    "    # Assume prices are normally distributed\n",
    "    # Get mean from regression.\n",
    "    sd = pm.HalfNormal('sd', sd=.1)\n",
    "    likelihood = pm.Normal('y', \n",
    "                           mu=regression, \n",
    "                           sd=sd, \n",
    "                           observed=prices_normed.GFI)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inference. Despite this being quite a complex model, NUTS handles it wells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:50:40.469410Z",
     "start_time": "2020-06-18T12:31:45.508779Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Only 200 samples in chain.\n",
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Sequential sampling (2 chains in 1 job)\n",
      "NUTS: [sd, beta, sigma_beta, alpha, sigma_alpha]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='2200' class='' max='2200' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [2200/2200 09:54<00:00 Sampling chain 0, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='2200' class='' max='2200' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [2200/2200 08:43<00:00 Sampling chain 1, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 2 chains for 2_000 tune and 200 draw iterations (4_000 + 400 draws total) took 1119 seconds.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "The rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\n",
      "The number of effective samples is smaller than 10% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with model_randomwalk:\n",
    "    trace_rw = pm.sample(tune=2000, \n",
    "                         draws=200,\n",
    "                         cores=1,\n",
    "                         target_accept=.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Increasing the tree-depth does indeed help but it makes sampling very slow. The results look identical with this run, however."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis of results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As can be seen below, $\\alpha$, the intercept, changes over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:57:01.474785Z",
     "start_time": "2020-06-18T12:56:59.058043Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize=(15, 5), ncols=2, sharex=True)\n",
    "\n",
    "axes[0].plot(trace_rw['alpha'].T, 'r', alpha=.05)\n",
    "axes[0].set_xlabel('Time') \n",
    "axes[0].set_ylabel('Alpha')\n",
    "axes[0].set_title('Intercept')\n",
    "axes[0].set_xticklabels([str(p.date()) for p in prices[::len(prices)//9].index])\n",
    "\n",
    "axes[1].plot(trace_rw['beta'].T, 'b', alpha=.05)\n",
    "axes[1].set_xlabel('Time') \n",
    "axes[1].set_ylabel('Beta')\n",
    "axes[1].set_title('Slope')\n",
    "\n",
    "fig.suptitle('Changes of coefficients over time', fontsize=14)\n",
    "sns.despine()\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=.9);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The posterior predictive plot shows that we capture the change in regression over time much better. Note that we should have used returns instead of prices. The model would still work the same, but the visualisations would not be quite as clear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:57:04.436036Z",
     "start_time": "2020-06-18T12:57:04.392380Z"
    }
   },
   "outputs": [],
   "source": [
    "x = np.linspace(prices_normed.GLD.min(), \n",
    "                 prices_normed.GLD.max())\n",
    "\n",
    "dates = [str(p.year) for p in prices[::len(prices)//9].index]\n",
    "\n",
    "colors = np.linspace(0.1, 1, len(prices))\n",
    "colors_sc = np.linspace(0.1, 1, len(trace_rw[::10]['alpha'].T))\n",
    "\n",
    "cmap = plt.get_cmap('winter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T12:57:10.616244Z",
     "start_time": "2020-06-18T12:57:06.659645Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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P53v7EpQa6OdR7Sv0s6j2Jfp5VPsS/Tzu3za1GS95yj8/6s/zBX6Wa6+9drc/m0wmAKysrPDqV7+ac889l8svv3xYfTWZTFheXiZNU7Zs2UKMkbe85S0cc8wxHH744aysrLCwsLDTbR+ITmFVSimllFJKqf3UnXfeyUte8hLOOOMMTj/9dKxdi3irq6ts2LABgKqqeN3rXsfq6iqXXnopANPplNXV1Xvd9v5ogFRKKaWUUkqphyM+Bn/ux913380555zD+eefzwte8AIAjjnmGG666SYArr/+en7wB3+QGCOveMUrePKTn8xll102tLL+wA/8AB//+MeH2z7taU97wJe8T7ewKqWUUkoppZTavXe/+90sLS1x5ZVXDucX3/CGN/Dbv/3b/N7v/R7f+Z3fycknn8zf//3f86lPfYq6rvnEJz4BwHnnnceZZ57JBRdcwJlnnkmapvzu7/7uAz6nBkillFJKKaWUeqgiEM1evYSLL754t1NT//zP/3ynr3/iJ36CW2+9dbeP8Y53vOMhPae2sCqllFJKKaWUelC0AqmUUkoppZRSD8cDnFE8EGkFUimllFJKKaXUg6IVSKWUUkoppZR6yMxePwO5N2gFUimllFJKKaXUg6IVSKWUUkoppZR6OPQMpFJKKaWUUkoptXtagVRKKaWUUkqph0PPQCqllFJKKaWUUrunFUillFJKKaWUeqgiegZSKaWUUkoppZS6L1qBVEoppZRSSqmHQ89AKqWUUkoppZRSu6cVSKWUUkoppZR6OPQMpFJKKaWUUkoptXtagVRKKaWUUkqph0MrkEoppZRSSiml1O5pBVIppZRSSqmDRIwRYw6+yaGPGp3CqpRSSimllDrQxBjxPuB92NuXovZzWoFUSimllFLqACXBMWK7slEIB+GhvUdL5KCsQGqAVEoppZRS6gCzPjgaA03jMcbg3MEXeNSepQFSKaWUUkqpA0QIgRDoKo6RppGWVefsECSdc3v1Gg8oB2FBVwOkUkoppZRS+7kHExybpiWEQFFke/Va1f5NA6RSSimllFL7qfsKjknigEhde9rWE0KgbVucS/fm5R5gjJ6BVEoppZRSSu377i84xhipqoYQAk0TiLHF2qSrRNbAeG9eutrPaYBUSimllFJqPxFCIEYZjLNrq2ofHNu2xXsIocVah/cG7xvyPKUo9J//e9RBeAZS90AqpZRSSim1jwthbYdjjJGm8YQQhzOOdd0ym5WUZUPTtBgjFcq2bSmKhCxLmc0qvvnNxb38StT+Tv8vCKWUUkoppfZRfcXRWtOdYwxYa4aKY123NE3TVRw9zhmaxhCCJ8/lvONsVjGfN2SZZTot9vIrOsDoGUillFJKKaXU3haCVBuNkeBY17LHMUksIUhwbNuWug7EGDAmDMFxNCowJjKfN6ys1IxGjoWFEUliMObgCzxqz9IAqZRSSiml1D5CKowSHL0PtK3H2rXgWFUt3vt1wdFT14YkiUwmOdZGlpYqmqZhPM7YvHmCtZEYI7NZRQiwYcNkb7/MA0PkoDwDqQFSKaWUUkqpvawPjs71wbHFWkuWObwPlGVLCFJxNMYQY01dW5yLTKc5IbQsLVUY4xmPM4oiJU0tdd12ba6hG7yjFUj1yGiAVEoppZRSai+I8d7B0fu+VdURQmA+b6jrBoiEYICWqjI4ZxiNEkJo2LFjTpJERqOUJMmx1tA0DfO5VCtjjMRocC7g/d5+1QcYPQOplFJKKaWUejTFGPE+EqMEx7YNhCDJzjmL956y9DSNhD8whNDivQzPGY8TvG9YXq5IU8NkkuBcgjGGpmm71la6dR4Waz0hGBYX+yqkUg+fBkillFJKKaUeA31w7CuObSvrN/qpqt575vOKtvXESBcyJVgaYxmNEpqmYceOGXnuWFhIMcZ2az1aQghd9VGCo1QcA/N5xFp53ro+CA/tPZoOwrdTA6RSSimllFKPol2DY19ZNEYqjm3ru9AXuvOPUikMIeBcQlE4qqplaWmOtZaFhWKoJNa1J0ZZ9RGjp64tWSbVx9VVeU5Z8RFwDkajvfteqP2fBkillFJKKaUeBSEEQmCn4BhCxDmDcw7v6SajhiE8hhCBgHMpeZ5Q156lpZIksYxGGdYaIHaVRE+MsrojBIMxkbZtmc0kOLYtJEkgTWWqa1E4RiPdA7lH6RlIpZRSSiml1CPRB0fnDNbGLhxGkkSCY9u23XAcqKqmqyAaYgwkSYK1lroOVFVNlqWMRhkhQAgtMTpi9F3bqrSseh+oawghdpVLsDaQ52CMYzJJsNZR1562bff226P2cxoglVJKKaWU2gN2DY5t64fgmCQSHNu2IYRA0wTKErwPQyurc4ayDITQMhrlhMBQYQQLQF3XeE+3KzIymwVijIQg11AUgTQ1WJuwsJDjfaRt5aDeZJJirf7zf4/SM5BKKaWUUkqphyIEOYNorQRHGWizc+uqBMeWtoUYw3CfJHEkCSwvtySJJ8tyIMF7qSbKNFXZCxmCtKYClKUEQ+8hSaAoIiFY8lx2QMYITSOPMRolgMFaw2xWsrCgByHVw6cBUimllFJKqYfBeyn7WWuIMXbtqHRnHA113dK2AZCKowzOid3ZREeeQ1l6ksQzmRRdiypAf3/ZC1nXHmslkM7nAPIYxkRGo0iMdl2rq6eqAmlqSVNHklhiDCwv10BLkug///eYiJ6BVEoppZRSSt03aReVvkVrDSHsHByNMVRV001SjdR1AGJ3btHhnCFJAlUVaBoYj1O8lzCaZQkhQFXVNI08Rh8cq4p1zxtJkohzMlgnTVNibLswCnmedGtCWpaXW2JsSJKEqjJk2cEXeNSepQFSKaWUUkqpB/BAwRFkp6NMUvU0TSTGiLWeEBKcc8QYqGtDlkWKIqFtIQRPnqe0rTxeVfmufVXaVeWcZCRJwDk5L2mtYTzOSJIU8FRVS5YZiiLBWkPbNqysBIxpMCYBLNZCnkvQVHuQnoFUSimllFJK9R644kgX+jwQmM9bwOKcJwSLcxLy6towGllCiLStVCEnEwDDfN7QNC1NA85FjDHM52vnHZNEdjgaY8hzS54XeC/tsUWRkCS2WwXSsLoKaeq7ITspzkW8t3gvobKuPY9//N55L9WBQQOkUkoppZRSu9g1OHofqKq2C44WYyJl6YlRzjiurtZYa7E2dsNuHN4Hmqafwgpl2Z9NTGjbSFnCfF7StpBlsrexLGMXImXYTpbJ6o8sS7rdkR6IFEVKCHJdbVvStqarWkZidITQDJNfq6ruzlPCdOr26vt6YDF6BlIppZRSSqmD2frgKDsVI1UlE1CTxGFM7IJkGPY5OpdgrdzHOddVA2E0SinLmrKUyuF0mlOWLWXZMp/XrK7Kc3gPi4sR5+haTSMhGNLU4VzShUm5vvE4o2nogqOnrhuMcSSJDNaxFpqmBQyz2ZyqiuS5ZTzuW2bDXnpn1YFCA6RSSimllDro7S441rVU+yQ4BsqywZiI93LuUM4WGiCQJG4Ia0WRUpYly8uBySRlOk0oy5alpTll6bu9j1Jx3LFDWlWTBNI0EKMlSSzWJt15R4tzcoZRWlE9bQtNU+FcirVmCJjeB+q6pa7lDGWaWorCdFNiIUaPMVqB3KP0DKRSSimllFIHjz44GmN2Co4xRtJUWkZns6arMHrm85YYI2CIMXTTTg1ZZhmNLGVZEoJlPM6ZTCx17VlamjGb+S4oGuo6UteRpoU0leE4WSZnGSUUyuAc5xxpCm1rhymra4Nx5AxmCIaq8t2OyYj3sds/6br2WmlztTYhzxOSRAOkemQ0QCqllFJKqYNOjHEIgtJG6mkajzGGJJFKn5xrpFup4XHOdhNSZQcjWPJcVnOUZUmMjul03K3daFlcnDGbRdJUKoxNA1UVaFvIc8hSGI0caWpJkqwbyNN2qzkiIVjquqauwZgWYxwxWowJGGOpqhrv4zCAJ8sgTe3w2vogmucZReGIUVZ7qD1Iz0AqpZRSSil14JI2VQmOsHNw7CuOKysVEGjbgPe+a1OViqMxAI6ikMrjykpFmiZs2rShO5NYM5/XzGb96g2oa2gaCZLWRkYjqS6ORjAey+7HGKV1VlZtRJrGU9cea0PXouqG4BiCfG91tSEECadZZrtg25+XjGRZ3lVOXbcKxJCm+s9/9cjoJ0gppZRSSh3w7is4giHPE5qmZWWlIkbZwxiCHwbcGBO6UJYymTjKsmXHjoqFhYzNmxeo68BsNmM2a6gqGYbjHFQVQBzaVKW1NO1CZEqeQ4wW5yIxGiDifUPTGJyLSIilu24HREJou1UhdC2xljSVUDmfR/LcsLAwIoRACBHnEmIMxGhwLiFN7WP8zh/A+o/UXtQ0Da9//ev5v//7P+q65uUvfzlHHHEEF154IcYYjjzySC699FJstxPmnnvu4cUvfjF/8zd/Q57nLC8v89rXvpb5fE6aplxxxRU87nGPu9/nfFQ/QZ/5zGc4++yzAfjKV77CmWeeyVlnncWll16qE6CUUkoppdSjqj/fuP7fnd575vOatg3kuUxPXVmpKMuGum6o65YYPSFI1dEYSJKM0SglxsD27XPS1PD4xy9gbcbKyio7diyzfXtNCBLqlpfljGOWRdI04FzEWkOep4xGCaNRijHyz3BjJDx6LxNdvZddkE3TD/QxGGOIsWE2a1hdbTEG0tQxGiXdVFiPc7B5c8FkknetuXQDdiyjUc54nFDXMghIHTg+8pGPsGnTJt7//vfznve8h61bt/KmN72Jc889l/e///3EGPnYxz4GwCc+8QnOOecc7r777uH+1157LUcddRTve9/7OPXUU/mjP/qjB3zORy1Avuc97+Hiiy+mkv/r5T5fiFJKKaWUUntSHxz7IAUSHMtSguNolAGR1dWKqmqYzyvm8xprZZpqCHQhLWU8TqiqmuXlhqJIOPTQMTEmLC/P2LFjmeXldt0qjoD3kckEsiySJAFjDHmeMZnk3fOartooYbOuPfN5OVRIQwjdxNRACFJhms9rVlakIloUKXluadvAyoonyxybN49I02KolMYo1z6djkhT0527jBSFYzwu9srv5IAVzaP+55577uGnf/qnhz9/8Rd/MTz9Kaecwmte85rha+ccn//853nGM54BwLOf/Wz+5V/+BZCJvn/yJ3/Cpk2bhtsfddRRrK6uArCyskKSPHCD6qPWwvod3/EdvPOd7+Q3fuM3AO71Qm644QZ+4id+4tF6eqWUUkopdZCR4TGwa6tqXbckiSPL0q5VtQQis1nTTVKVmooUKgNF0QfMmhAimzePukE5gZWVcqgCWgtlCfO5nHdcWJDnThIDWJxLKApDmlrqWq7JOdNNVI2UZR8iAWRITwgM7adLS1ItHI1gOk27a26JETZtKkgSQ9NA03hiBGsdRZGQJIaqgrqusDYjywxZ5nDOEg/CtRP7uy1btnDttdfu9meTyQSQ8PfqV7+ac889l8svvxwjh3WZTCYsLy8DcNxxx93r/ps3b+aGG27g1FNPZXFxkfe9730PeD2PWoA8+eST+epXvzp8HWPc7Qu5P1VV8cUvfvHRusQ9rizL/ep61YFNP49qX6GfRbUv0c/jgamvuvWMoQtWMmDGWtm5KEENZjO6YThrQ2eshaKQSuLysnx/82b571e/CvO5/OkfbzZbe3zn6AbkyGP2f++/ThIJp20r5yKdk69XZyWf+cw3yDJ53raV/67MIXEwyuW+dQ1lBdOJhElj4M47FwG5T5rCeCz3bRqGqa/Wyt/72/XvUZc59glPecpT9vYlPDL7QCC/8847+fVf/3XOOussTj/9dK644orhZ6urq2zYsOE+7/uud72LX/7lX+bFL34x//Ef/8GrXvUq/uZv/uZ+n+8xG6LTH9yEB34hvTzP96sP1Re/+MX96nrVgU0/j2pfoZ9FtS/Rz+OBZdeKY78Gw3vf7VR0VFVL2zaEEKiqQAg1xqTdGg6DtYbJJKOq2m5th2XjxgJjDHXtWV6eUdd0VcW400RVkNAZoyFNDcYkpKmhbWXaqrTDRqpKpqXKz6SdNMsct912F0cccSjG0E1ulcBXFI40NZSlx3soCktR5CSJ6dZ2yKCf6TQlTVOqyhOjJ01T0lQqn7Ijcq2VV85RBsosZFkAACAASURBVMAymeR761em9rC7776bc845h9/8zd/kWc96FgDHHHMMN910E8985jO5/vrr+aEf+qH7vP+GDRtYkNI5hxxyyNDOen8eswD5UF6IUkoppZRS92V3rap13dI0nqJwOJdQli0h1MQYmM8DMTYYk2CMw3s5B5nnlqYJbNu2Sp5nbN48xhjThcmSsoxDJa9pQjfgBtI0kiSyiiNJJDjKnsdI28pKDe9hPq8IwWCt7GRcWfFMpxIy69pTVbC6WlNVshdyw4aEGFvm80DTyIqPPM+IMeJ9YGWlIU1zptMMsLStTItN0wRrpUVX2mAjdd3St8yCwfswhGq1B+3lPZDvfve7WVpa4sorr+TKK68E4A1veAO//du/ze/93u/xnd/5nZx88sn3ef/XvOY1XHzxxbz//e+nbVu2bt36gM/5mAXICy64gEsuueRBvRCllFJKKaV21QfHvv00RqnueR+H4DifN4TggcBsFoAG59KuihhI04zp1FDXkcXFGUWRc+ihC4QQaZqWpaU5ZSlBUSqaaz2KzkWMiSSJpSgc1spKjqaJxCjf8z4yn9ddldLRtjXGOKbTDGsDTRMIoWJ5ObJjVZ5n06aMqqpZXfVkmWHjxozRKKFpImVZE2MkyxIWFkbdxFaZ3prnjiRxXadfxHuIse1WgxhCMIQQurORMkXW+32g51LtMRdffDEXX3zxvb7/53/+5/d5n3/4h38Y/v6EJzyB97znPQ/pOR/VAPnt3/7tfOhDHwLg8MMPv98XopRSSiml1O7EXSa/SDtquy44RlZWapwztG3DfO4xxiMLByxt65lMCpIE5vPA4mLDZJKxZctGvG+ZzSpWViralmE4Tr9GQ1pV++DocE6OWUHs9kg6RiNL2xpmsxpjwvCcSQLT6YiqainLhrZtWF2NhAAbNhgWiv6sZkNRGKbTnDSVqujSUkkIhg0bEpIkp20DELo2VQO4LuRKW2wIEmzBDLeViqTrKpVxGBak9qCDMI8/ZhVIpZRSSimlHooQ4rpqo6y2KMuGGA1F4WjbwHzedC2eDbNZRKaZ9lU6Q1Gk3bTUltksMJ2mLCwsEIJndXXGbFbTNP2gnTgM1MlzqfJ5L9U/GbKT4X3EezlvmGXQtoGlpaZrDW2YzSxF4dm4MWM2k9UhIXi2bw+kqQTHsjTMZpGmgaJI2LAhxxhLXbcsLs4ZjYquYpkRY9u9jgRrLc5ZrJXzjRIUwTmLMZGmCd21y35ICcSRNLVUVUtdy8+zTCOAevj006OUUkoppfYZ69tU+/AYggRHYwxJIqsoVlcrYoS2bagqP9xehsUYxuNiaHENwTCZOLJsTNvKYJz5vMF7eXxpO5WBONb2azQk3OW5JU0NTdO3g0pVs65rvPeE0IfPQJZlTKe+C4g1TeMpSxiPLZs2yRTX2QwgMpmkbNkC02nG0pKsFcnzlI0b5RymhEWDtRnWSmhca1WNXaW0rz62pGlKnseubVVWiTgnobJpPNZCkshZTbWHRPb6Gci9QT9CSimllFJqr7uv4DifN1hrSFOZaFqWTVd9a2lbP4QqGRjjSFNLjJamqWlby3ickudp1xY6o6qaYaWFTEiV4LiwIEFSKnhpF+Ai3stZwiyzhBCo65a6rnHOYS1dqE3IMtO1qbY0jUxrnUwkPJZlAAxZBgsLI5JEKoLLyzJ9NcssSZLhXCRJ0q411ZIkrlsz0k9T7QfhROo6EqMny9JhTQnIzsm+MmuMwTmwNsEYCcXer02QVerh0ACplFJKKaX2mt0FR+89s1lLmhqyTKamzmYVbSvrK0Lw3TRVsFbO+smKDENdV0BCUWRMJpamiWzbtkJVyRRV2asoz5llsGEDVFXAGEuep131L3YtqbHb4RhYWSm79RuGPE9pW8hzg/eW1VWpIJalnG8cjaQ6WJaRLJN1G9IGK5XL1VWPMZbxGMbjAoA0dV0rqulCqTy/tOJCkjjatqUsA85JoI0xA+RapWU14H1DjJY0dfRTWNtW7pPn+k//PU7PQCqllFJKKfXo211wbJqWqvIkiZxxbBpPVa0Fx7ZtiTFircOYQFGkXWXNdC2uCePxGGsjdR3YsWNGWUrlrT8T6L2cb5Q2UBmMkyTp8JjWOiBgjLSCzucls5lnMkm7c5GyazGEhu3ba7JMBu40jQRHqfLJzsc8l+mnQFed7INj3p1FhNFIVov0Q3CstV0LrVRD+xUicrbTkefSohujTHANwTCf10A/AEh2SEqVNg5nIvt1J0o9UhoglVJKKaXUY+a+gmNd+6Gy1raBqqpoGpm0WtdNdx5QqnJpKkNi+omj1sJ4PMIY2X8ooY9uIE6kbc0wGKeuI8YYRiODtQkhWJzzOCdnDp2zzGYts1mJMTL1dDyW72dZwupqyXwuA3G8j6ysMLSEStuqnFtMEnn+2UzaWtM0ZWGhwNqELEtIEkuWSeCTM46RGOWcpXMW70O3HmQtWMr7Ja9F3hfZ9dgHR9n5KMFRVo3IDsj1ZTJjNEjuOUbPQCqllFJKKfVo2N0Ox7b1Q3Dsz+7Vtcf7hrqWVR1pCmmaYG0cppCCwXs5Azga5SSJYzarKMtqCI7ORcpSwp21sQucsLAgQSwEN0woTZKEGCNl2TKfr+JcwnjsgJwYA87BfN5Sli3WBtpWzk6mKd15SsPCAqRp0f0cVlYqvIfxOGMyGZEkGVkm6zf6M5tybba7XmlfraqWtm26M5AGY1zXVksXMD3eg/ehC7zyeDH25xtt91j9+8zQFgt0lc2DL/SoPUcDpFJKKaWUetT0wdFa0/090jQtTSMBSKaqBuZzCY5t67sdjH4YihOCGQbC9BNIZVWFpapqlpdXWVmBPkiBBLskgSSJXfVQzlIaI5U6YyJZlnXrPGrKsiJNUzZsKGgaulbZwMpKjbUyAKeuQ3fuUoKwc4aNG6WaGELA+0BZVnhvWVjIsFbOPua5Ayzer01Dhdi11hqMCVRVxJgWkAqlBD6pHspkWZmm2ldV0zTBOVk9slaVNTsFR2vNMITH+zC8/9ZqBNhj9AykUkoppZRSj9yuwbGfYCoDXey64NgAkabx3Y7FftJo1g2FkfOEEgwtWSZVuaapmc0qVlel2igVOmkjzXNIU6nyZVlKCBKynEtxTtpS67picXGVsgxs3JixefOYqorDbRcXa8Zjw2iUsH17Q1XJmUWAJDGMRhnOyVqPspSKaZZZNm4cE2NCUcgU1aaJXWVQWnBjlKmxMj0W6rod2lSTJMeYSIy2+6+cqYxRBuNYuzZcR0J27KqzpnvP5fr6ICmhVm7Xn+lU6pHSAKmUUkoppfaYEOK6fYyx2+HYEqPv2jKlEleWLcCwjiNGuqqaVBxjhNEoo2nkfllmCMFRVRVVNWNpCYoikmVQlnS3l+AoZyllUqq1AUiwNpCmlqoKLC8v4b1lOk2YTh11bYbpqCHA5s0Jo5Fh27bAaBQYjSBGy2gU8T7HmAZr6c5bRiYTy5YtE9I0IU1d99rpXpMb2k8l2En4C6GkbelaTl0X/iJgMUbaZEMIw/lGWSMSu52OhqJIhve4bw3ug+T64NifkZSzk3LOUu1BB+H7qQFSKaWUUko9Yn1wtFYqXd631HUgRt8NeEmo64ay9Hgf8N7Ttr5rL81o2xrvI6NRMpzng9itq3CUZc3Kyoy6lomqkwnM5xKKRiO5fZJIcPSeLrCmGANZZpjPA8vLKzjnWFgYA6GrOMo1hWBZWLAsLnruuKNhyxZZ8eG96QJk1u1/9FSVByJ57njc43KyLCHLXBd8pSqZJNKCGmPEGEuMnrIMGBO6aao5RUHXThq620S890MVNEmSoW23rj1p6rrJs304X3vP+zOl/RnHPjSC7JQMIXRBU6uQ6pHRAKmUUkoppR6WXatf64NjH4qk3bQZVnE0TUvfwlkUOU3T4L2nKDKMsbRtX0GMeG9o24alpTl1HbvWVJjPZYVFnofu+wlgu6pfxJiEokip65bl5Zq6DoxGls2bJ3gfKcu6C1yBJEkZjyP33OP52tfgkEPk7KQxCWkaurZTCMETY6CuA9NpQZqmpKkjSQwxOkLwJEnSreGQFlRjZEpsWcqaDWlTTbv3Rd7DPujVdUOM0h7bT5ltGllBkmWuq1LGoVIpZyRj957L2UqpNprunKO0yq61sMZhRYnaQ/oi70FGA6RSSimllHpIdl3FIRVDGYwTY0AqXxKK2tbTtm03mKYlTR3OpVRVTQiG0SjtQpdUMdNUzv3N5zUrK77bj2hIEhmMk+eQ59KKOZmkJIn8C96YiHMysGZlpeKb36wIAUajlM2bR9R1ZGWlHPYjFkVKUcC2bTXWyvqN0SjSNLK/UdpApU21riOTiVQu5TkSnDO0bRxCnzEJIch1WRu6gTt9hTXtAqXsmlxrK6UL1DKFNU0dAHXth0FBMqX1/quNzpluIE//c7qBQWvBXq5LWmSVeiQ0QCqllFJKqQdld8GxbdtupcZacJS9ji0htLStoW1bisJhbT5UIxcWRsM5QZlsGgBLVTVs396QZbE7ZyiBKcv6iaOy3zAEQ9OEbqppinOwvFyzY0eDMTCdFhRFwupqzfbtq12raKQoEqrKc889NUkCGzZYyjLinKzhqOuKuvbd65UzitNpSpZljEYy+bVpAsaYdWs55LXH6Kmq2K0ccd11ydqRfiiOrCCRNt66hiRxJImlbT1l6ckyGdDTv99rZ0olYIfgh8eTKmPohu4EYpQWWln7Ie9bf/ZRzlbqHsg9Ts9AKqWUUkoptbNdg2PfNikrNfppq7YbKtMQY9tV0WT4TZIkNE3E2rYLR7YbnGNJEqmSLS2VLC9LUHQOZjNDkkTyPHbPI4HNOdPtTYQ8zwghsLJS0rbyfBs25CRJQlW1bN++2lUwU5LEU5aRr32tZtMmmE6hqgzOSaiczVqyrMY5CMEyHlvSNCPPpVVVKqSyeqQokiH8WisVzbZth2qgc64LjtBXGyVse0IIWCttqnlON2QokOeOLJMKZB8a+/c+BJCgaNb9TvrzjGutrLC2umNtRYicgexvt34Xp1IPhwZIpZRSSim1W7sLjhL84k4hp64bqqod2lids925RLpJqJENGwpCgLZtMMZ2bauBHTsqylLWXGQZVJXsWSyKvi3VkKZ2CFJJIgGuaQKLi7NuaE3CwkKBMTCb1TRNRZaBtRlJ0rC83OC9DMXZsEGeYzIxeG+YzyNJ0pJl8nx5XrBhQ0qSyA7KtpX3QQJhMpw1jNF3ZxRD16aadOGtX8HRt6nKAJwQZCBQmmbDfduW7n52t9XGGNcfsNv9YJwQ5P2S97Nv55Ug2wdGCbr9mpOGosgei4/PwUHPQCqllFJKqYPdrsHR+0DbBmQoi1TQrJVzirK/UVoyQzCMxwkhQFlGigI2bRrRtlDXFSE4siwhBM/SUsV8LmcekwSqKnZVRUgSCVJJ4ojR0DSeokhxzlBVLdu2zXBOppQWRQ4EVlZqZHIppGlKCO0wvGZhwdC2MJ/HrorJMM3VOUOSWLLMkaY5k4mcyewH2KSpnG+UCiC0rUyWBboJr3Jd/WCcPrCFELqqqDx+HxKbRiqV43HWheR+P2O/9zGuW88RuyqiGf4uvx85n9mHxBCkIuucXbfKo79vHAYH9edRNUCqR0IDpFJKKaWUAtaCo4SQOExOlcASu+oblGVDXTd4H2gaj3OOokjw3rOyEtmwIeHQQ2UPY1U11DVd22fknntmVJW0qsp6DQmOsoJDqnBFkdC2Ee/lDGKaGubzphsMI+szpArp2bFjTppakiTQNJamiXjfADCdGuoa6jp2w2Rk2Eye07XP2q6VNKUoEsB101ZjF/pM9/p918K6fl+lGUJhXx00hi6kheGxZdhOoK49WWZ3Ot8o60Zi1266Vi3sz5OuVRzjUKGU8G67IT99y6xMXO3XhvT3lSFGAe8bylLab/vnV3uIViCVUkoppdTBpm+V7FdDNE17r+AYY6AsPXXdDK2szjnG45y2bZjNAtNpxqGHOryXkBmC7aaueu65Z0Zdm6G6WFUSuIoCZM1EoCgy6jpQVZ40TbA2MJ833e5ESNMcYzxtCysrJcY40rR/Da5bZ2HJssh8ztDeWZaGNIWNG10X0Ax5npDnGUWREILB+0CaRiAZwpxUG8Mw4VSuSQYF9e271lq89zRNHFZ3ZFkyVG5DkBbcPHdDCFzfWtqfZZTzjaE7r7h2tnF3ra0gK0HW30auRR6vqhqqqqauW2KU8L5hQ9H9tvUApHpkNEAqpZRSSh2k1oKJGdor11pV+59FyrKlLBusZTjjOB7nXXXRMx7nbNyY0raha2mN3WqJlrvvrmkaOd8o4VRWciRJ6Kp5cg6wqiQsJonDWtNVOPsW0wznJMBC053/k3UZ1jrq2neDa9ZCm3OyL7IoDNNp0t02wbmEhQWZqlpVbbfegm7fo4Tmvn1U9ik68tx0KzgYKnxSWfS0rQRHCXS2q0JKm+/6843eh12Culir+q5fsdGv3ui/b4aq6FrLq4THfiJrCJGybCjLplsNIitS0jTt2l8tSWK6XZBqj9EprEoppZRS6kC2/nxjv+qhD459C6ac6YusrtbEKIFQ2keldbQsm24QTU6WZbStnDf0XlpRvW9YXGy7ryUESTUSrPU0DRSFG3YplmWLcwkxetrWIxVJqe5J66m0hYbgaRppV80yS133uw5hddWT53LW0TmYTBzeG5JE2laLomA6zbHW4X2gLCWsytRVQwihqxr6rs01GSaprp0H7Vt7Q7dCxHQ7IGWVR9tKO25RpEMol6FDa/dfW8fR/x4kwPZhPoS19tUQ6CbOGiRcrk1b7c9b1nVD03jKssR7y2hkWVgYDxNarbXDGc0+HGsVUj0SGiCVUkoppQ4CuwuOVdUCgRAiTRNIU4u1kZWVujv3F2gayHNZxTGbNcSYsmHDiCxLaduW+bzqQpClLCuWltoh/MgfCUjOySTSNE0pikhZytnCGN1OwU0qeQFw1HVNjEk3eEYqaKORoarkPGJdy3/lHCBkGYxGrqt+RtLUMpkUjEbZsIZDBuCYrpon1+h9H6BtFxzdMAXVGNuFzEjTSLiVa7FDKPM+dNeWDC2nco5xLSBKFVGG3/S/g/UVzfUTV6XyKWc/d21TXR8c5/OaspTznqNRSp5n3WsyXbhNhufoA2o/ZEftAZHH5gzkPvYr0wCplFJKKXUA2zU4ei9tl31wlIqjVLdWV0vquu2CluxwTFOZfJqmli1bJsMAl9XVaqhy1XXN8rLHuUjb0lX+IM+lWudc7MKNVO68DzjnsNZSVZ4kkcqnDIiR84izme+CV2A8dngvuyPr2g+rPtLUdKFzbUiPDKYxbN48oShS2lbCMUh1FOwQ7qTdVdpgx+OEGNemnzpnh3OMUunsp6BKRc/7SAgSurPMdWHbrwtp/boNunbg0N23P/sYh9/P+pUo1u48zXWtkijXUlVN16rakiSGDRvG3dlHM0x87YPt+rOT/WOGELuKplIPjwZIpZRSSqkD0O6CY9NErJXBOH2raoyR1dVqXRVOFtrL6o2WNM3YvHmKnMsL1LVUvKyFqmpZXm67Cp0ER6l8yTlKiN36DYaJrf2+xLoOXZiR9lZ5zn4dh7S4FkVCVXnmcwmOTUNXaTTdAB5Hkrhu4mggzzMOPbTAuaS7Vo8xttsjabr2UHkfnItkWda1jzKsJ0kS2w3Q8f07CYAx/RnLSNtG8jzBGHlf5XniLuEvDr+D/jHXvk83pIhhb6Rzcpt+wI68x2stxmVZM5tVWOuYTBLG42lXwTU7DfjZtdq4VhHtz1Q+dp/Bg8JjcQZyH8v7GiCVUkoppQ4g9xUcZXppHM76xRhYXm6HVlXn0u4MoaGuW/I8ZcOGhaFKKfeTM4krKzXzeTvsH2wa24VRT4yBLItkWUqMgbpuaVsZlFMUjqbxQxUyz1PS1LK6WlFVErDGY0eWpZRlw+JiTVVFmqZvT+3DkiXPZWhN20bG44xDDikwxnVTYn3XNrs2dEbWXgSstYzHCRKI+3bRtbbXpgldNVAmo8o5ydi9h/I6gGHYkLSzQn9Gsd8BKVVDqUT2gbBvYbV2LWxKoLPD7w3u3aY6m9U4Z5lMcvI8684y0l1bsu557x0cpdIs79v6PZFKPVwaIJVSSimlDgC7Bse2leDWB0dZcSHn8FZX6241RYu1GXnuaJpAVUWKwrFp04au4ufxvsUYR5JYlpcrZjOpzEkgccOexH5ia1GkgGc2a7E2MhqlGCPnI/sKXJo6iiJlNqtYWZFzi30LadPUbNtWUpYSrkYjmEzMsI5ChuA01LVly5aCosgIwdC2zXDuUVo4Y3eusp/WmpJlDjBdW63pKpOxC4MS+iRQmqGK2e90LAoZviNVWgmAfWlIgt/auo+1aqLoq5t9eOvDYz9QZ/2ZyL5NdXlZ1p5Mp7arAEtbMcg50vUh0dq1Sbr9+cu+2tgPIupbZLWFdU8yOoVVKaWUUkrtX9ZaE003RVWCo7WhWyLvu0ATWVmZd22msatGyQTVupYF83medlNRmy6QWbLMsrJSMpvJuUEJH44YA1XVkmUMQdF7z+pqS57DdCrnFmezEu/pltgnVFXL0lJLnrcURcp4LLsZl5dL6hrqWs40HnKIwXddpFnmSJIU79vufONCN8RHrkHO/rmhJbevNjon+x7l/CDdeUdpl+33PPYDavrAlaaWEKBpPGlqcc7ivQzQkWBpiOtCw1q1cW1AjVwDrLW/mi4wWpxb2wEJfbVQWmbLsu72W1rG44yNG3NAQnCSWJIkZXfVxv41eO/pV4n01cY+WMoaETQ8qkdMA6RSSiml1H5od8FRJnyGbs2EDFmRc4WzLoTItFJjEmJsCcGwsDDqWl1NFxxbrJWzhSsrJXffHckyhh2EZRlIkqY7gxi7tR6epaWW0ciyaZOlriV0yo5Fw2SSMJ833H13w3gMmzZlw/nBpSWpNoYgbaoLC/0KC9NVHM2wMmPjxmkXJD3zeUuaSkCUgTb91NR+d2N/RlGSmpyVtMNt+9tDX6Wjq9TKvkXnbBcO14biSBVPVpzI49773GP/uwEJjHKb9dNU6X4m/63rhpWVkrL05Lll48Yxzjn6XZxpmpDnbqdqYx86ZdhRGD4HSeLWXSdDNdIYM6wkUXvYYzGFdR+jAVIppZRSaj+yNllTAknTtF3rZKAsW0Aqgm0bht2M1lry3HSTTGuKwpHno67VlW4PZOwqk475fM7KijxfljmMiZRloCgiSSLTTLMsUpaG5WXPdJowncouxm3bGpxjOGe4utqwY0fDaGQ45JAU52zXuhqpKigKyHO6yp4MyEmStDtPKWs1Nm8uMEaufT73ZFlkNMqQ3YthCFZJknRTTs1QgZQ2Vbo9lv17GIbzjfIeSphMEjdU96TaaHcKfBIS10KlVPdYF0bNMDW1P98ow3vWT0OVYT7zecXXvw6bN6+ysJAynY7pzytCJEkS0nRtcur6amMIUm2MUf4PAefc8Njrh+b0ldn17c3GaAVSPTIaIJVSSiml9gO7DkhpmnY4e1eW7XAGsWkCZVkSoyVJHFkWaBpDWUrL6HQ6AaSlU9pXA9ZKpWtlZcbysgyr6Vs3vZfAlucAluk0DOFvy5acGD0rKw2Li6GrIGaE0LK6Ktcn+wmlLXQ2q1hakueeTOSPtZamieS5xbkUaInRMh6nTCYFMRrquun2IiZDVTXGttuxaIYJpN6Hrl2WbrXGWriTFR0yCChJkm6dSRjaVneeUirVurVzjLEL2GZoB17foirhrD/fKKF0LfiZoWLofaAsKxYXS4wxLCzA4x63gRjlnGqSmO4MaRzOU/b3lWvw9CtG1lcb+1Aqr8d04dYOYVL3Pz6K9AykUkoppZTaV+w6GCfGSF23w3L4+bwBpG2zrgOzWUmaOqxNSBKoKpmeOhplZNkYY0w3TTRQloE0NTgXWV6uqeuaopDdj/N5IE091q61Yo5GsLISmM8lJLZtw/btcyAyHhuyLGV1tWF1tSZNYTodkSSRsmxZWqpYXJRgl+cwHsvKjxgt1gam0wLnAm1rGI9zxuMJ3jddu2ykKLIuHMbu9dJNP7VDK2cIUm2EtfOOfSVSzgRKqJLzjS3O2e72fVhbm5oqwdAQgpw/dA7S1A27H/vbyJRT04VOCRL9z+WsoVQf67phaWlGWUYWFhyHHroAwNe//g1CCF21ca2a2bep9kN2+mpjX2VdHxrlnGgYdkDK54bufVprZ1VqT9EAqZRSSim1j9k1OK7tNIxdcGy7NQ6RlZWGppEKXVFkGBOpKgkcRZGSptKWKecI5b8ykCWwbZvsdByPHd7DfB6x1neBNDKdOpwLrK7K5NENG3Lqumb79hJrI5OJo2mkddXahjy3jEYZIfiu0haoKjnfOJlAUfTTUQ1paphMcqpKXst0Kmf/ZOdhQ5aZdZNPfVdZs0Mo6it6Upl03UqO/mzh2hlFGSYjr1u+dl3QkvDYB8C18419aIvdKpC184Z9y2pfyVxfIexbRvsQ2repLi7OCSEynWZs2iRtqt6bbmIt3e+nr16uVRu993gvE1OlRfXe1cZ+WE5fbfz/2fuWUNuys+oxX2ut/TqPW6+kEP7fJ2pXSBRFtBGiDRsqJJKOYkMQUSJ2YowJohAkKIoQYksbCrYETcOWQtQ0xK4S7Sn8RZJK1b33nP1Yj/n6G9/81lx7n30e995Tt1J154Ai5+yz91pzzb1vWGOP8Y0x/czc9NkqNtZ7QkSZgSwoKCgoKCgoKHj3cKzD0bmY5uoiNpshEQafLKIUU1pVOhEtByGISFaVSimsdIdrrUddKwgR8M1v9qgqoGkU2paIIxEkmgc8PaXntW1AXRP5adseu12HuhaYzyPaFtjtqG9xPlcwRqHvAy4uKE3VWrqOkxMmeyLZRatE6Ii8nZ8vk72U+iFZGZyStqktk8mhUkQoWW0UgpJhybIq0j4RcXSOqkOmxIkJI/0seoEqJAAAIABJREFU0nHDWH3B5JLVXu/pfaD1cHAOzzdmm6pzHttti8tLi7oWODubQ2uNGLkShMKBKMiH1sJqI1mTffpyQKCqrqqNQrANd1ohcrPaWGYgC+4ThUAWFBQUFBQUFLzLOEYcibAAMXrsdhZaK0gJdF2PYfBQipJFqeuQCBR3KVJKqE/1EwFNQ4+9+WYLYyQWC4m+F+h76j/sOkCpiNWKqh+GgdTC+Vxhs+nR9x1WK4X53GMYOOyGlD+lgK7z2O2GpGICyyV1N1obEYLEbCZRVXWq4VCoKoHVqgJbPAHAGJOsqAARIrlHzMjayaqgnJClmBQ87nwkMjgMpLRyZUcOwxET8pgTWfm4PL/ISuR0FlFKmVJPM7lkUtv3Ax4/buF9wHJZ44MfPAF1TnqEEFFVZlwrd00yWXXOj4onpcWKA+LI6bJyJIB3VRsPn1cUyHtGmYEsKCgoKCgoKCh4Xji8wWeyQYXyHm1rU6poxHbbYhgClAqoqgreu3F+rq4p8dS5AKVIBbMWMCYA8HjrLQ+tFepaYRiQkkt96ouMOD/XAEJKRSV1b7dz8N5Ca1qfcx5KaRgTUVUVhsGiben4bUuEhmyq1OUYo8BioaCUAVeLGKMwnzdJGYwwBlBKT8JeqGqEiWMmd3LsXyQCxHtHJDCnoYaxhoOstGEMuMlzivR87zm9Nc8OMpmdkkS2sHK/5PRYIXhstx0uLztIKbBa1WiaBpQOS4SXQnGwR0SZvzkHdJ2D1thTG3OSKldw5FCc24jjodrI55o+XlDwLCgEsqCgoKCgoKDgOWP/Jh8jmaFKCY9hcImkRGw2HZwDZjMiRcMwwDmPqjLj7B+TTucs+l6ironsfPObDnUtIaVKHYekaPY9UFURDx6oFMwTUNcCWgdsNgFCkDWWehOJpGpNalnfD9hu4zhr6Vyu4iCCJ7FcStS1SUmxRDhnMyJSVCuClMwqEYKHEDpViAiEwFUYSGvIFlZWInNNBUabaowhkTAmnmFU2tiiCuTAnWnFB78fTDhJ4czzkPSYGI9trcPl5RbbrcdiofDKKytIqRIpDzCGalN4tpFJJ3dfWsuVKUh9lVfVRiHkRDWkz8JdbapTtfGQTHJHZcE94QXczkIgCwoKCgoKCgqeE3JVRJ65C4GI0zBYWBtGta7relCdhUpVFw6AQ9NoSKlS+iaRCiKVlKDqnMVbb2G0uHKKJxNIYyJee00n9csnQkI21r6PSfFEUgd5FpFIJ89c7nY0j7daUQVG10UAGquVhPdk8/Q+oGkq1LVJ839AXed6EO5JlFJDSpqR5NlGQIz7RMSHVDnnKOGUZ0JpZlKkrko1zhSSopjTVNmqyhUYU1Vx2hGZQ3D2rat8jL4f8OjRFtYGrFY1Xn99CQCpVmRKYOm92VcbHbwHtM6kUSlMSOrTq43AvrJ5HZn0PqT3Vt3Dp7ngRUUhkAUFBQUFBQUF7zBY9WElzDkPJjddZ5MKRwSpbXtIqVFVEjGqNEcYMJ9XiSwQuTCG1MBhCOm5Fo8fy5F4sdpI5I7I3nJp0HUem41L5C3C2qxgao2xCoMtmsNApM45Cs6RElitSFHrewmlFB48EPBewlq6jqapRgtpCBLGCISgRpJEtlg52RcJpeKYpJpJZExEj+YbKSRHQMoApQyaBuN8I3U0Tkkj20752tTkeHn2kZNM+fk8I6hU3oP1eof1muy8p6cUisNhPlISgQXkhIRmRXEYKP1Va0p/ZUJHSaocAPTOqY2sxk47IwvuEWUGsqCgoKCgoKCg4L7ABIUVNKriIBWobS2894nERQzDgBBECn0JsJaTOMlO6Vwmd9Z6dJ1NJCfg4iIThBglnHPoOlITVyvgwYMGFxcDvvUt6mg0JiZFMabfRVI1HZyjY2ZSBVxeUuXE6SnSeRTq2qCqQrLO0uziarUAEWRaizE6HY9rOCgIKAQKnuFQminJy4pcBFVeIIXv0DmyushBMlk1ZDBxyjbVrECyTZVnH9m6mus8iAgOg8XFxRa7ncNyWeG115YA5CQUR41qI6ez8nvtnE3vH4XnTD8D3pNMmhVYObmWpwvFuUltpBoQOXZWFv5Y8KwoBLKgoKCgoKCg4B5xLFGVSQYQsd0OibAQOdrtBkgpU9UDqZNaG8xmRAYBQCkFKUMKxwnQGgAiHj0KmM2IEdDsJKl4SgGvvqrQNBqXlxbf+EYLpah+Y7cDvI/JTqqS4hXSHCH9rDXNFfY9WVlJYQQABWNkmkekrkljNJqGQnxCEGMwDqeZsk01J5DSY/RzSOqjGINtYhRJoSUQEVQjcczW1ly1weSRrahkU5V7hC0H6uS0VbbS0u+0nrbt8PDhDkIAJycNTk8X4F5HITDaZW9TG2ezaWIqE7pc+THts3yaUBwO/OHXXqc2To9fQnTeAZQZyIKCgoKCgoKCgqfBsURVtiN679F1LimOAn1vYa1DVRnUdY0YHbwPUEpjPleIUYJqGxS0RqrIEKgqInrrdURVUa3Eduuw3RJxnM0iXn+9gtYK3/pWh4sLl54Xsd1GNE3EcqlGotH3HoDEbEaJoEIAXQdst8B8DiyXRGCFMGgajxgVAAq9qWuDpqmSjZMsqN4rCOFHZZFJC4D0GK2TAmRUIjMiKa4+EUBar3NICmLub9xPU53uOye4yjHohpJUMSbTstJHttqYlDm2k3pcXGyxXlvMZhIvv7wcVTueW6yqXJEyVRu9d2MojjF6JIeHamNWSqc21bsRx9vURv6sHVcb894V8lhwHygEsqCgoKCgoKDgGXAsUZUJgrUOw+ARAilqfe9SgqrCbFbD+wBrBxhjUFVI4SsSxnCthkXbCjQNsN3aNINIJGGzIZuqtcBqFfHaaw1C8Hj0yCKEAVXF9R8Rs1nEgwcGIdixG5Ksq4BzZKHdbuk6lkuM6a5KGWjt4RyTH+p+rKpqJESk9AkIEZKSqMApojzLxyE2QmRLLs8geu+SuhmSfTQiRgoEyhbVq2ojK5wA9uy2HODDSmyu6CBljtVGIYDdrsPFRQvnOBTnFAAptFQHIsb+zazmZTtyCFQZ0jR6fDxbYgm5y/J+KjieVG2cqqCsWvJ+FTwjIjD9MuNFQSGQBQUFBQUFBQVPgeuIIyWO+kQwyKpKdRcOUpKt1NqIGB2MMYgx2yBp/jGi6zoACkpF9L3FbsezddS5OAykXp2eRpydNRiGAW++2UPKiLqm+cbdDjg5EZjPNfp+QNtaOAecnwsoZeAcKWfrdURdA6enMl2HhNZ07hipxqOqBKqqgdYy2VNJjZQypvqKACHUaE2lecJMEllJBMh6SXOEHt4LAA5SmpEoZvI0VdCyopbtwNzRyEQyJnWRCBQF9xwG5ZDaudnscHHRQSmBk5MGdV2lddHsJ82ayhvVRq1vVhsz+cOokN5HKM6Tqo28J7xnL6TnsuBeUQhkQUFBQUFBQcET4CbiOAwO1vpkocwkUmsFYxScQ5pxVJBSjzZVngHc7YaU1gk8ftwjBFLQrHVoW6rZMAZ4+eWI+bxB3/f45jc71DXZV9drIlhnZxJ9L9B1DsNAwTl1Tcpi2xJ52+3osQcP2H6qoVRAXatktdWpcqKGMQpKKRD5kKl+gnoPuW9xqqpRMI5M15lnEblShEgez0LKRIamFlFWyPbJTgjxCmmbzjZyDQbXhkytss45XF62WK97zOcar766gpQy1ZsESCnTdfLxs9pobUgW46tqY4xZBZyG1NxFbaTU2Yh3Um2khzgxtqiP944XkI8XAllQUFBQUFBQcAccI44A/a9zDsPgRsXLOepXNEalFFGqniCFkUgAJaxqWBuw2w2oawOlgPW6h3NEhNrWo+uIeM1mwEsvAU3TYLfr8NZbHbQm4sj1Gg8eKAyDw+PHZJltGoGq4koPUkKHAZjNgNNTA8AjBFIUjWG7J4XkcIcjg1VB+plsqplUirQXXGth0p4RcXOO5hRZaZUyjnZVKc3YYTitmGBCxkSIE0ungTTUGzmdr4zj8ziZdbfb4eHDFlIKnJzUeP31s0Tw6TzGyHEtnMBKFlu/F4pjjBmJI61p2sFI6a183Gkn402fo2yNjQckkPspPXIQEdeeHFcbD1XQ/XNRgu2LaLcsuH8UAllQUFBQUFBQcAP4JpwJiXNhtGf2vYVzbrQ/OufT3J1O9lO64a8qkYhaRFXpVGURsdkMMIasn48fd2nWMGKzCWM/49kZhdkIodG2A9brNimDZFWlbkKN3c5it3Ooa2A+15AyYhhIOfOeQnIoGEfDuYgQRLKkxjRjSKmsdW3SDCSlphpDhJHJDIfPsHrGBJJsqnokWN57OBcScSTyQmob2WMPZyWzupbJ4DSxlINxDucbaV0h/c41IAHr9RaXlz20FnjwYI6qMvA+v39KyTF051BtDIEUyarKCupUbeT1plye0UL75LONueplqjZSANA+qT5UHq9TG2nv43iNfJ78+hdQMnvHIEoPZEFBQUFBQUFBAWFKHKn0ndQo7wPa1sFaCsSZ1jNQoTzSfB/N0pEqJiczawFd56EU1VZcXlooJdM8Ykgdg9TfOJ9Tj+Fm4zEMPaqKOhy9pwCc2Uxgtwuw1qKqgLo2kNKPJfVtGxPZFDg50bAWGAb6naoyJOpap5oM+o9mCUmxUkoli2hIVSJIiioTKSahKpEvB+9jCg2SiXDJcQYxkyG2UWYVjfY8k7RpYintZw6AUQqjJZb7JYGIvu9xcdHBOYf5vMYHPnAG73ktcSRUZFN9MrVxqt5N13vXUJzjs41I6iFdI1t4p2R6eu6nURuniiZ9Tu/8T6Cg4CgKgSwoKCgoKCgomGCq0LAiJQQpVzzjaK0dKye4VJ77C4mEZSJQ12ZUqJxzYxDKxUVIs3kRjx/T48YAiwX9J4RC13lcXjpoTUE33tPfuk5guw2oqoj5HJCSlLe+t6n2g0jJyYmBMcAwkI2VwmU8lNKJKFWoawkpVbKDygPFjQgVKX9E7oSQaW6T01QpLZYIiwdVkGBUEEkVFIlEHaqN+yE49DgxHJ77OyRgNK+Y01RjDNjtWjx6tIOUEicnFep6Ce+5FoTOw3UgfDx6HzLZNSYT4WNqI9tG+ePxLKE4WW3kfkreD+ydK5+H94QDca6qjazy0mvy3k4VzoJ3AO+yoGutxac//Wm88cYbGIYBv/qrv4rv+Z7vwac+9SkIIfC93/u9+NznPjfW2Dx8+BC/8Au/gC9/+cuo6xree3z+85/Hf/zHf2AYBvz6r/86fvInf/LGcxYCWVBQUFBQUFCAbCUEcjCOEBygYlOSqgepOawqAoCG9w5aK4RABIP6ACkgJquXNIPYdQAQsNtRBUeMpDg2DZFDQGG38+h7h6qKqY6D5uCGIeLykuyri4VEXRO56zpACI++p+eenlYIwSFGAWs9hJCwNmA2U5DSwBiDpmG7qRztpyHksBityaZK85wizRrqPSI3VV+992Ngi9Z6Mgu4HzDD6uNU3aPnZOsqE0ee/ePgnalN1VqLy8sObdvDGJO6G1Wq4PDgVNdjaqO1EUCAlCq9VxL3qTbup6DyDGdWAlltjDHvC9/gH7Oo7quNU9IoIeX1hPwYyWV7bsH7A3//93+Ps7MzfOELX8CjR4/wsz/7s/j+7/9+fPKTn8SHP/xhfPazn8U//uM/4iMf+Qj+5V/+BX/0R3+Et956a3z93/3d38E5h7/5m7/BN7/5TfzDP/zDrecsBLKgoKCgoKDghcX1iao+JaZaDIOHtY5fAaUUjBEYBiAEByE4HVOk+cZpSqhHjD5ZXgWsDWjbmPoeyV7aNMBqRXf5l5cBfe+wWpEaSYQJ2O3iSKiaRqKqNNrWou8DYiRSSgRUp0RVCulxLkAISldtmhnqWqCqqpToKWEMkSsiaDHZQyO8Z0KoR4sqk0Rrwzj7yHZVIpYx1XHkPsfpDCPv95SkTWceqdqDbaqkpuX5xmxTbdsWl5cDQiCb6iuvnIKImUQIvGYkNfG42kj23GpPaeX1AfuhOMB9qY2Hs41IxwamhJWPcVi/Qa8n4khhR8cJ+TGSO52TLErkPSLiXZ+B/Kmf+il89KMfHX9XSuE///M/8aEPfQgA8OM//uP46le/io985COQUuIv/uIv8PM///Pj8//1X/8V3/d934df+ZVfQYwRv/u7v3vrOQuBLCgoKCgoKHjhcBNxtBbwfkgVGG5U2KgbkVQja+Oo5GitE4lUqd6CiCL1LHrsdhSmQ0omUFV0I1/XEculghABjx7RzOLpKa2r74GqAihFFDBGQKmIuq7gnE/HpzL7qqJgHFLRBKhXMQDQaJoIIQzqWkBrMyEgZtKZGFHX9PswkF3XGA0hzJ7ayMSPk2Z5vpGqOjhsBsniysrjPqE6tKlO5xtzFQiRPe5aZAK427V4+HAHKQXOzhpU1XJURwEklVSPdl5WG50DAA9ApfdQXSGynG46nbt8ulCc/c/VdbONrADm19+mNnJC7tVAHCaNhyT3MFyn1He8d/Hw4UP83M/93Pj7xz/+cXz84x8HACzItoDNZoPf+I3fwCc/+Un84R/+4fiZWiwWWK/XAIAf/dEfvXLsR48e4X//93/x53/+5/j3f/93/PZv/zb++q//+sb1FAJZUFBQUFBQ8MJgmnrJxJHUHbI1em/RdR59PwBAmv+L4817CIC1DkqRkkfERKQ6C2AYPNiqul4HtC2Q6ytisrcCp6cKQMCjRx5SEqn0Hoks8vwfrZn7G7kepO/Jqto0wPm5hvcSwxChlIUQEstlna5RYjYzichQt6TWBs5ROiopi2RTHQaX5gTlWIFBql0Y5x5j9PBeJEWQUmFZAaPry8Qt7/dNxDHsKWb0O1lljSG1cRgGXFy0GAaHxaLGK68sAZD65r2DlBpKIXVI7quN0zAepXKtyLEU0vsLxZkG1tw+28hO0qllmgntbYE4N1lUeU7ymPobYyajBfeA5zAD+eDBA/zt3/7ttX//+te/jl/7tV/DJz7xCfzMz/wMvvCFL4x/2263ODk5ufa1Z2dn+Imf+AkIIfChD30I//M//3PregqBLCgoKCgoKHjfIxMZAgfgkCUzphlHN1pVlZLgABmA1D7uPZzNaggREhk0cI4IIx3L4/FjwFousQeICNF844MHdP5Hjxzmc0pU7ToKx2katlGSdbWqqPYjBAnAoW2JZM5mCi+/LGGtwHbrIIRH0wgYU0EIUgLrmq20ciQgrBwaQ8clRTSgqjS01uDAGCKqNCPoPStoNMOplB7JGhOoaboqYzpPCmSCxkomky2l8nwjKaNEHHe7FpvNAO89FosKp6dzsE1VCA+AkmPJWntcbcyBQJkY8mfhSUJx7kttPD7bmPeKey1p7vPJAnEOLar0nvN7wUpzUSHfj3jrrbfwy7/8y/jsZz+LH/mRHwEA/OAP/iD+7d/+DR/+8Ifxz//8z/jhH/7ha1//Qz/0Q/jKV76Cj370o/iv//ovfPCDH7z1nIVAFhQUFBQUFLxvMVXAYkS6YQ/JBurhvUPXuTQ7RzfdlNapAHgMg0/KHc+cESmo6wp977Db9QCA3c7i4kIkAhOhFN3Mew8sl8CDBxqAw24XoTWRhMtLIpWzGdD3WZ1smgbOdQhBIASH3Y5UypMTDa0NvPe4vLQwRqJpBKrKpFRVIo5EFihVlK45QmuBulbwPmAY6HjUPylGVZbnGnm/qDPRpaAZCYDIHUAE5TCI5RihYksqB+4QaRRjbyaRGiKBlEy7RdsOUErh5KSClCbNa5LSSSppBSZnrDayDESKXVYb6bGp8rivgj5PtTGTxNvrN+4SiDNVFA/J4ZQ0kqK8PyN5SPgLngHv8gzkl770JVxeXuKLX/wivvjFLwIAfud3fgd/8Ad/gD/+4z/Gd33Xd+3NSB7iYx/7GD73uc/hYx/7GGKM+L3f+71bz1kIZEFBQUFBQcH7DofEkckRdSMOcM5iu/WQ0gGQaXYOoBv+gK5z0DqgrqukNqqxuH4YArbbDt4HbDYe2y1SHQMRx76nG/fVClgua2y3HdrWIgT6m1JEGikQBmmGUcCYGjEO8B5oW6rkmM2A8/MaFOojYG0L7yVmM4XZzCAEhaoiCyepjaS6ORfgfYQxFPhjLYXzaK3QNByIE9LsYUSMbCENIyGSUqd6Eu5OzLONx/b6quIYU5VGHF8fY4C1FAxUVRqUINtjs+nhvUfTVDg/n4OUQQEhQqoMiekaMSrHzgE0eyqR5yevWj157vPdVhun84hcv5FJ9lXSyJ2NhwSX3yNg36I6fVwI+qxOSWO+Rhy99oL3Jj7zmc/gM5/5zJXH/+qv/ura1/zTP/3T+HNVVfj85z//ROd8bgTSWotPfepTeOONNyClxO///u/ju7/7u5/X6QsKCgoKCgpeAExv9PNNe4C1ETF67HbAxUWLGD2qSkIIA++RSJZD35OtdD6vIWWA95T+qbVE33sMwwBrB1xeCvQ9z6wBRJaIGL3yClDXCl3ncHHRIUayqdY1kcphIOKoNXByAmg9h5QD+p7CcdbrDicnwMlJDe+JzMboUwCMxmwmoXWVkkTJxllVMimW1HtojBpnGIlMqGQ9napQeSaUElDDOP8oJd0iUoLrVbXxcK8ZTI5oHXFU5Zgwaa2gNZGk9XqHy8sOWkusVvWYmkrH4QqO3HF5TG3kdNh9iyrG+cdMyt59tZH3njss6dpyiM6TWFSnfz+0qPK6D9/nHBhEgU8F94TnMAP57YbnRiC/8pWvjB0jX/3qV/Enf/In+LM/+7PndfqCgoKCgoKC9zGmwShZRSOVKkYKxdlshklIjQRgUmWFw2YT0TQy9SSKRJo0hCASsNsNGIYB261A11EiqhBEBvueiOEHPkB2zL53uLx0ifAQcVwuMSqQWgOzmYQxFWIM6Pt+7Ic8Pwe+4ztmcM5jt6OKEFIMZ5DSQymDquL5PlJFYxRwLsIYiaoy8D6MxJHsuEh9jiERXlICuS+RiQ+plwq54/LqbOMx0gjkQKKpRZLssyEliKq0Xxbb7QBrLYzReOmlRTpnGIkXz0YymWW1UcqYjivGmo9DcncsrOcm4jglZXdRG6dW0uvURiZ0zCymKihboWnPxB65O2ZRJeL4NBbVfdsuk16ayy3kseDZ8NwI5Hd+53emIemAzWaThrVvRt/3+NrXvvYcVnc/6LruPbXegvc3yuex4NsF5bNY8E6C0yYBmjfkx6ylG+i2pf+4TxHo8LWvfRPGAF1Hz5vNMKpBMRLho2RS+vtuh2R9JfJpPb02SqAxwPkp/f7//h+waYHoAWUAo/K6pASamo6tFD3feWCzA4QEzle0vjffBHbtJVk8DdlbtWaiQMdrGvrZpWpKvqXKyZv0WAh0bqoWoZ+9z+SCLKD0XCYdvA+HuBpEs7/vfI1SMllFSpel5+52wGZDPzcN7QMfg0gwUppqXh+/n3meMr9HvN4Q9n+fru06m+b0WvZVSxyQLyaPeR3T1xy+fvo8sjTvv2/T1/Cx+77Df//3f135TGeLaj4HH5Pf4+lxpus4PA7v6fT5x97jdws/8AM/8G4v4dnwLs9Avht4bgRyPp/jjTfewE//9E/j0aNH+NKXvnTra+q6fk99qL72ta+9p9Zb8P5G+TwWfLugfBYL7hv7NtVsKaQUTpq567o+hbEYGEM30d4r/Pd/v4H/839eBhAxnzfj3KMQAlWlxpqOtqUeSGtFSmAlEtT3FIBzdiZwfk69ixcXFl3HiascigMoRapTVQGzWQPnHLyXaNt+VCKXSwVjDIbBoe89tBYptKeCMdQ7KYRCXesUPkMzmlrz7zHNGMbUx8iF8xivjVNOhYiJVPpkfQVilBOF8OqN8KHiOLUH0wwfVXwA2WLJaqO1DrvdgK4b8MorCvO5GW2qrAhmy6xMxCskMsrKGZMleWVGMKuN+2u7LiDmqiX1+PXx52lqlZ32Q07XwXs9rd/g10ztrdN1T8/P//94aFGdXsOh2nhszemnyXufVVJe0/Q1JUSn4Fnw3AjkX/7lX+LHfuzH8Fu/9Vv4+te/jl/8xV/El7/8ZdR1/byWUFBQUFBQUPAexiFx4Pky6iqk+cHdboBzAwCFuqY0TqUUQvCJFCJ1I8pkU+WZPArX2W67RBpJRfOebKdtG9E0wMsvC5ycKAgR8OgRVWtQ5QaRVGvJ1lpVAvO5glIzeL/DbucwDDbNWAIvvVQBAPo+oOs6aG0wmwkoVaOu1WjjJKKIRJCR0k8NYowYBj8SXwDJkhoSGcsELxOdmNJZVbr+20NxmPgA9DN3N7I1ks6bbaoAkffdzoLmNjVWq9lIEKezlDQHKCezgjERyjgSxkMCRiQrn5txH6E4MWbrKZNaeu7+OY7NNh7Wbxwju8c7GzFJo73eosodosfmGqdW1f117wfoHCOwBc+IPJL7QuG5EciTkxMYQ/9Hfnp6mr6F88/r9AUFBQUFBQXvURxLVA3BJzXNwVqP7ZZSPLWWqKoqJaKS+rZeOxgTsVhUaBrAGD3O+IUQcHGxxW7nk7on0HUUiLPdxtHS+oEPAKenFawd8PbbdkzQbBpWN4nAzWY0RxmjQYwD2rZD1wV0XcBqBbz66hxdN2C384jRQ0qB+bxC02gIUSMEmlusKpMIWwRXXwBsS/STao19RYr2JIxkiP9XazmODzE5vW6fDwmKEERymARlQkpktaoknKP3oO97eA/M5wZaV2nuLiuNHI7DaqO1AVIScczk7araOA3FYWWSw2du+sxM5x+PzW/yjCGzgEPiyK+/LhCH1clj9RvXBeIcS0vlx5k0cqXH3eYaMc413k4a9/tQCwqeBs+NQP7SL/0SPv3pT+MTn/gErLX4zd/8Tczn8+d1+oKCgoKCgoL3GI4TRwp/CcHDWofNpoe1AbOZQl3XqZYCAAIuLz3mc4XT0yYlgErUNRFIax222x3WayaOZE9tW6DrYupjBM7OgNWqQtcNePiwh7VELquKlERSKiNWK04r1RiGAd53aFtY/2KGAAAgAElEQVRKX33tNeD8fIG+77Fet/CeFMq6nmE2EwA0vPeoawrI8Z5DV2QiiZk4kKVVYposSvtC1lbeL2sp9KVp+FZPHA3Fme7zlKTQ06app2Lvd7bL9r3F5WUL7x2UUmgas1e3AWTCekxtVCqCakJiWt9xtfEuoTi3qY18rKtqo7yz2siW4Wkgzl3UxrumqHL1Rl5vfj2TxhB4XvR20sjrnpLwb6f5x/cFygzkO4fFYoE//dM/fV6nKygoKCgoKHiP4jri6BxVcfS9xXrdIQRgsVBomjopghHeW2y3EfO5xMlJM5INTiy1Fnj48BLbbYTWAt4Dm02EtUQgm4YSVc/PgaYxGIYBjx93Y+DOcpmVPqUEFgsFYzT63qWqkBbbLV3Hyy9rhKDTfOMW1orU+ThHXQPWCsQoUdcSUpp09QLGiDRXOFWkqM4CIBLACZ1TcuO9h7VElJvGgKsmriOO+6XyU9IR017TfCPv/9Quu9326DqLGAOMUWiaBkRSaZ00wyjH80/VRrIUk7WW1VW63mkFyL7aSNd4u031JrWRjz9VG+na92s+bqrfmCqU+3OT16uNN6Wo0rxitqhO04T55+lMK5HuKcHO/06YEPM+8fsbwlWVsqDgWfDcCGRBQUFBQUFBwU24ShyBEFxS5EKyfnZwTqKuRbJIEpFyzmEYIuZz4ORkllJXFbi6gDsZ33yTFEEAePvtiGEAtKb5tdNTUhyNkbDWY73u0XV0Y84zjgD9va5z4E4IAl1ncXlJBPO11xr0fUDfB1jbIUaypS6XNYCQ1DiN+ZzWB2QyQwSG9iAnbspxT/I+haREstpI6tV8Lsdjan1zDQeTJSYaU1KSf/ajEuqcx+Vli74foLVGVVEf5f58I5NCIkveU8ckq43cVXloU52qjYeBNe+k2jhVSpk4TkNnDus3DtXGY+s7VBvJ3np8rpEez9d++MXJdXONTIIzeZ12UcZEGvdfR9eWLbIF94QXkI8XAllQUFBQUFDwriLf9ANAnPQTAsMwoOuIiHmvUNcyzQeG8e/OKcznArNZnWbHiDh577DdOjg3wHtSG/sBuLiI2O0oJXU2IyvqYgEYExGCxHrt0HX0OFdkKEXdjVprOEfdkTFqbLcBzg04PQVef30G5xza1qJtaR5zNjOJZBEhbJo6kREKnOG+Q1IbRVLf5DgDB4jJzBwTvZAUV4sYBepap3nJ/Rm+Y3t8jDhOCcm0w5DTVMmmahGCS8S3TuScVEaqiVBJbVSphzKOaiMRuDjO+00J27OE4tymNvKXC8BVtZFTSm9SG2nu9Hj663UWVSZoTKAPiRtbVKdzjdNjEHm8y1xjHK+fFWRWxUmpzso9fxExVZsLCp4FhUAWFBQUFBQUvCuYBpFkUkT/9X0mjoDCfF7BWgmlqKbDWgvnJGYzneoh8oxdCB7brUPXDYlIApeXNN/YW1LF6hpYLgXmcwEhPPpepOf4VLuBpOoBs5lKVk6RbKIO6zUg5YDzcwEpazhn0bY9QogwRuL0tIExGt7T3GJVVaNKxyRvnwARiaLrIBJG9Ry5JgMIcE7AOQelJKpKY0qIeF5yiqlNdUoWOTk0K5tM5oi4hkCptNZaeE/7UNdNspuS5VSpCEAlAin21MbcQxmglJjMch7ONmK8hutCce6qNvJjfF0clESP76uNTOr25wxzeE1e2/4+PqlFlR/PYUD7FlVWSHPY0F3nGnNdC1uAc9DSPmnkLwwYRX28T4gyA1lQUFBQUFBQ8E5j37KXg3FiDBiGAdutxTA4NA2pXd5LxOgRY0TXWQihobXCfF7DGJWOGdD3A9rWwjkPpaiKY72O2G6JEM5mEZUGFguB+TzCGIXdzmKziRCCSOX5Oc83UpKolArWenSdgxABmw0pky+/LOC9Sb2THZwD6lpguazTDTuta7GoIATNLtJsICmkXLnBqaRKEUmlcKCQqiymhCCMQUDzeTVafJ/Epppn5eIeoeHAHq0FhsGlYCELIQyMkTBGJ5IooTURX++R6kWQehvDFbVxOnt5SPaeNBTnLmrj1R7FrNDdpjZeV79xSFqPnesmi+ox0jhVleM4A3l8rnGf+O73PE73lz8f15HGaV1LmYEseFYUAllQUFBQUFDwXDAljhSW4kfV0TmL9XpA3zs0jcRyWUFKlWo6AmK08F5hsaghpUZVKUgJOOfRtha7XZ8IWkDXAY8fs2WUiKFSRBxfeZnsqrtdwMOHA5yjucW6BvoeUEpjNgMAgWHwoLoQj90OiWBKxKhhrUcIA4ZBYDZTODmh+UbvJbRWqCoFITSkDImcaXA4jbU8EyhH0uU9IIRPZCWCKziIkBFZMEaMibHUubiP24jjNHiHiZPW1JHZdRbO2dEGWVVVslDGSSiOGufnaI2cFCtSyFGAUhhJ/XRN2XL5bKE4T6o23lS/MSW500CcJ7Go5l5MflyMJP26ucbpedltPH2feK1T0shrmlqU+dz8/JtI47S/c1oLU3APeAH5eCGQBQUFBQUFBe8Yjieq+lSeLtB1PbZbUvC0jlit6lEJG4YAwMN7heWygVIKUtKsnbUWbevgvUUICjEC263Hw4dEAmazCOfo59NTgZMThWGwuFwDb73l4RypjQArjhrn52TD7DoPISL6Po421vNzjRAknLPwfoBzEosFEVoOxhFCYTZTaZ0iKXYKgIBzHmRRFYk0cg8inYttqrk2I8J7gbpWow03h7kc3+PpXN+h4shEhGcsubvx8rJDjDTbSDZYAylDUnmJsFAgC90lT9VGPqZzbNOVe+uZ2lSntSNPEoozVeT2iSNXUtxNbbxL/cZ9WVT5WvN1cRjO1bnGrAgDFKqzbzU+FqIzvS56f24njbw3TLqP9YAWFNwVhUAWFBQUFBQU3DsOiSOAlBZKKZdtazEMHbyXqCrqDwTIvslWvBiB+bxJN/0G3nu0bYdhCBCCSOBuFzEMDpeXbKmkDkdjiDhS8id1Qq7XwLoFTk4w2gPnc4261mhbi64LiJGO2/dIATsq3ewL9P0AKSUWiwohYLR2as2zgYAQGsaQYjgMuVaDAmlIUWLVjBQlCk2hfQFC8AAk6lpDa7Y4ZnJ2uL9TwjVV1wIl4YyEg2blJIxRezZVQMMYBSk1hAgTks6kLL8XRDD31capEnpMJWQ8i9rI55/2R/J576I2Tus3niQQB3hyiyqvaTrXeEgaWbIKgas3MF4jKbvXk0a+lpyWeztpJLusQIwOMRb18V4RUWYgCwoKCgoKCgqeBftKDFIiZxhVw+3WphoIBaUk6togRkouNSYkhQuYzRrM50QUrA1Yr7ewlhTJYaBOxmEAdjtSxQDqcFSKKjcWC8DaiL4PWK+JUJ6fAydzWud8TnOUFBTjoVRE19FN92JB4TxEsICui5jPHebzOhEQhaaRiZAZCBGhlIYxpERZSzOLWotx/pFJBREitqhSfUiMSHsk0n4QsbjLfCOwb38ksuHHJFWu1PCebKqk2AoAAVpX0Bqj2qiUTvufrZc8o0mqWIC1Me2x2lvPlOzdZygOE6JpX+ShBXZav0HrpGPwXOc0EGf62ZyqjawUHqqN09lCmjvMx5i+lq45jPOzh3ONmdDy2vgLB/o9J6jerDRmNfMqaZwGJtEXCAIhMGnkfk55hfAWFDwpCoEsKCgoKCgoeGZMVRsmG2zbdG7Aej3AOQetNZpGwZgKwzBgGBy0DqC6BIHFoh4TO4n87RJp8Oj7gLZF+hsRSCCmmUW6cV8uI4zR2O0sLi5obnG1QpoxFDg7BZqmgvcWfU8E0TkipIuFgBAmdTsOEEIlJdMgBDGSLJq/lCClUEFrjb636DqPuib1kIhCuEI0SAkkZcp7IsNSAnWtExF++vlGJjtEHCmV01qP3c4jRgeaySQ1l22qTHY40Ijtl1xjQfOpAVRBocYuzPsOxblJbcwJrnQcvv4nrd+4zaJKybhXH+e5xuk6ea9Y6aVjy3HPMsk8DMMBeAaYH1NKjer5tPLjLkrjlDQygaWOUDqmUmbyGRTjOgvuES8gHy8EsqCgoKCgoOCpcUgcnQtjwqRzDpeXPQCPGCWaxkBrha4jFXI2Q1LDJBaLGnVNatFuZ9F1fbopJgK029EsYtvSf4tFxGIBOCcwm0U0TUSMEt4HvP22RVVlq2pdK9S1gHMSXYd0bCKgpKbx/JzeqwepKoUY8404PY9UxbomwjsMAd5bGKNGeydVKEQAcrSksqonhIC1pApVFSlkTBxZ1Zvu7TGb6j5xon0mgkyEK4SAYXBgAsthN0R8dSJKOp0jK2hTm+cxtXG6pilxPFQEb7uGY8cBMimaznrepDbycVjpPKY23p9F9apaya+fqoa3heHkLxByeM99k0YhpqQxH4PJdEHBs6IQyIKCgoKCgoInxmHlAIWUUOJo2/boewfnbLJ2VogxoG0dpPQwhkkKzThqHeAcUn3HMN5wbzZZcew6nlmMqWNQwJiI01OyYm63PR498litgLMzUhSrSqREUJFSRoHBAtyRZwxSSA0Rvb73qGsNY4CqotlAIXJvY10TAXbOYxgitI5oGq7yiCPxYAINZCuk90T0AJkSWkXqV7x5vnGq1E33e9qZybOUzuW6EQrlAQCJpsGoNmqtJwRIJNKpxvPkecmbQ3GmaarvlNo4VVuvVxtzIE4+990Dce5iUeW1EzG8fq4xvySHIrHt9LraDSaJ/N7ydV1HGmk/QvrSgZR7skpn0pg/E/vVHRR4RP8O5vPqyntW8JQoM5AFBQUFBQUFBdfjMKiFrZqUXtqnnkZACImmaQDQfCMQYYwcic9iMYdSEX3vsN0GWDtASgFrA3Y7VtaAzYYSVVcrUh6dE1guA2YzUmC224DNpsdqBbz0Up4dnM8VhiFiGCxCYAUQsOkm3xg1qn8UHqMhRERVKShloDVAN+dkuWW1MQQHYxSU4jAZf2UWMdsEiegxcSQyS8SF7Y6He3sdcWRykG2qGO2Sw0DhP/m9idCaVDxOhKVjUe0J21uZ5MQIWPvsoTj3qTZOyRetkY8tRjvtMYvq4bqOWVTZ7ntoUT28Fp5rZNIo5XHSSOeekkZWBK/WbvAXDXSd9NpD0siE+ZA0OsczswLGkIqcK1niXkjQdJ1EGgWk5OTaokIWPBsKgSwoKCgoKCi4Faxa0Q1vmChgHtvtgLYdUFVEWLRW8N6ibQcIETGbmVSNIXBy0iQyNmC3i/DeQQiad+x7uqHmkJz5PGK5JPXRe4GXXgqYzzViFHjzTYcQKCzn7IwUPiZ61gK73TAqfDEGWAsYI7CogPlcwVpWfcSofFGFBRGrqmILK5OriLrWo/rDVRbUE0nBM6ww0XM4qZSCcVj1PDbfOLUkMvlhFZMVN+f8hFCQYtp1MRFHpGoGgaYx4MAZSlOdBvaIPUK5rzbeTyjOO6s23p9FddrBmMki/S/vfbay5pnTqRI5rd0gIpmrRaakkWdI8zVhXBvZo+W1pNHaAO7P5Nlb7/nfX0hfROyTRvq7g3MiqdH0v87R5wUAmuaaf+gFT44XkI8XAllQUFBQUFBwLXL5eE5UZeK4Xg/o+wHGiFQ7IdH3Dm07YDYzmM81djsP7wNWqxohANY6WOsxDB4hZNIYIwXj9D2wWhH52GyI3HzgA0TehmHAN74xIEYKxnGO1rhYaHgv0rHp5r+uFbwnaynNK2oAdCNPvYVyTIElBYp+n81MUkIpPMYYhapSSckJSbEiCy2rj1oLhIBEADy8F6gqkdZAayT1MeM2myqTJ6o+AZCSO51zo02V1DyRyKtBVcmkLhLBZAJLhIZ6GzNBuloVsU/4cnAMJ4Ye+2wA+39/FrWR1du71G88qUX1urnGTP7y53xqNc3EkfZsSlhZeTxMUGXSyKE5h6Rxn+whdYHuk0YmonWt90hjCH4M3dlfI3WK8hc7dL1Iv1OYFZHevJaCgqdFIZAFBQUFBQUFV7Bfwk43p/S4xXptEaOH1hJNU0GIgGGg4Ja6NjBGoes8pJQ4O5tjGByGwY2po6SOEAGMEaNltWkinAPeegs4OxP4v/9XAxBYrzu8/XYPrZGCd+jm+Pxcw1qB3W7Abgcsl6Tw7XYeUno0DZFaa6k3km7A6TlEeFWyA2o0jQaF3hAJoTlFTOyiuSyeQ2mmxezWWvB8I6meT25TBZBIYki2V5EIr09zekx+iCQbk/sl2Z5JJN2PM4xX1cY8vzddzzGb6pPONuZAm6tqIwfcXKc2svXz8Pm3qY3XWVSnwTRsUQ0h7Cmoed+PzzUyaZzaQlmpZOWWFcBD0sj1LJmAH7en0l6F9MWHSIq1HmdpnYsQwqfKmP1aFz5nvlbanxwylPebP7NK5dCmgntCmYEsKCgoKCgoeFFxLFHVe5qZ67ouEbMApSSkNAjBoesspASWywZd16PvI2azgOWyBgA4R8E4m41PN9oYqyuYOEoZ0XX0+MkJ8PrrGkoJbDY9Li6wl6iqNc9/STx+PICqNCgQ5+ICWCw8zs8NpCTiSKE8GkIIVFWFpgGWyzmEQLKp6qT0BRgTYQyRSpphkylUZV95IqIV4dzx+capgjXd20M1b0p+gKw2MmEhtTGmqg2y9VIIUQVjRCI8lFRL5DhCa5Vssk+iNgL3ZVO9Tm2cKojXqY3T+g1+3TG1MRM8pHnIrPxlMpnJ0/51MAG/PQyH94EJGJNGfg2pm9Maj33SON2nY6TROQqJCgEjaeTaFO+JNJKqfJU08rUqld9nPodSalRUpVRQisgw/U2irkuNR8GzoRDIgoKCgoKCFxyHCZ/ORQB0g9p1PbZbB2MEmkYhBAXvHdq2R11rnJzUGAaLzcZhNqNexBA0QqBexK7Lckfb0k32MCApkEQcZzOBV18NmM8NAIndrsPjx6SWMXGkOgkD7wOsdRgGgaah+cT1mvoeX33VJCKlMAw9lKpQVQZSmlTjQbNfi4WBEGokO0IATaPhfUx2RwpEoft2tj0SsSKLKpItUO7NNx4Sx+vCXfarPoC+d+ACerIJU9JsjFQED1AfZdMYUA2Hmtgdc9XGNCxnSljZznmfoThTxTRGpM5P2gNWDxlTtXGaFMqkk76QyDUTT2pRZWsxzX7m65/ONXLdxbG5RrbQsp12P0GVSeNUcc7qZrbAXk8amSwDpA5zp2hVacznZG+m952UY0r/vVlpZJI7DPylg0h7LdM+yAmhpDlc+rdBVlhjUHAfiCgzkAUFBQUFBQUvDqZEYL8aALi8bNH3DsZQoimlrJINtaqIOPY9EUetgcWCKi+cs9huBzhHvY3WIiWdEmlsW8BasisulwKvvELBOECF9brF48ekJq5WbGsFYqzgvcVmM4DCREh52WzovK+8QjfgpNYFhGDH3kat60RGFE5ODJZLgKyqcVS8kNJSgTwnR3uC0TbKCo/3VA+ilEn2QjGGwUz39RgJmhIPUpocQhBpjo7SVLUmEkSJrz6pplnd5MTbEAK0VmgaWv++2nhcWXtWtTGr06w2xjHkhWc876427tdvPIlFld+LQ4tq7mvklOA818j2zWkQ1H6VSU5QDSGMazwM0GHSyGs+Rhqn85QAUgCSgDFEGklpxGjpjjFeIY0cnMQVIyGE8W/W0ueGz5stzBygQ3tMX7jEdK0BWhNR5896QcHTohDIgoKCgoKCFwxTMpBrISigY73u0fcWs1mF2cwgBI/Lyz7N1Omk1DlstxZVpTCfU/3FMDhsNhYAktoX0bZ0s922QNdx2AiwWgmcndFNcwgKl5cDLi5ovnE+J4K2XEpYK9C2Ft7T/GNVCbRtRN8Ds5nCyUmFvnejyklEgWyqShkoFSGlSfONAJGsTESYdAEidenlZFYmSCGQDTcEmQipHNUfTi6d7usx4sUhLmwLHgafgm4C2pass1obxOhhLSAEEUetzag2UiiOeGq1kUNxaJ+eRW2MY+gL1YTIveOyBZQJ2nX1G3ntz2ZRnVpO83Vkq+iUSPNMJieoTqtWgP3aDT7O9L3jNV9HGokcY1RkY6TPVV2bcf8p2MmPKmFd52TenLbL1xXTcQW8d6MKPk16ZdLIe8BzvaQ+hvQZpXocawO0Pj7bWvAMeAH5eCGQBQUFBQUFLwgOLXsU+iEwDD3W6wEAEZflskbfD+h7UrlWqwqAQtd12G7JarpaVQghYr3ejWojdSNG9D2lS15eZuI4nwPzucByGVHXAoDGxUU/EsfFAmgaImmARNsOaFtSIIUg26vWEWdnZD+l+cAeVFEhobUcE1OlJGsppadmCywgExmI8F5Aa8AYPe5LDlnhdEwLIVQiPcfnG2+zqfL5+t4n1TOHEkkZUVUS1lpYO4yEXMoKrKSRfZECc2azrPLl9/PuNtUnCcWZkkZSrXKlRK78yMc9FoiTq0OuBuI8rUU120bz9THRuj0MJ385EMdZSLbQ3ly7wVZbPu4haaQUXiL5Wgs0TTVeK9e6cEjOdH0xsqLI71l2A3hPn78cTsSq6P5MJX8+vSfySTPCFEg1DB5a0/qt9eh7P/lCpaDg6VA+QQUFBQUFBe9zTJUUsrjR3FTXdWhbD8CjrmsAEl1nQWqMxmqlABi07RbDILBYaMznNYbB4+Jih2Gg2UMifXSOYQDefhsYhoimoRnGugbmc426DvBe4c03BwyDw2IBnJ8TuTNGQUpgu3Uj4awqgd0uoq6BBw8qCKGx2w1QykJKgbbVaBoKwyEbKREwrRWco2ulEBEiGmwHpK7K/bk8Up1o/jAECg7iYJzb5hsPbapAJjl9T2mqpC4G9H1AVWkoxSm0DsYYaC2TEiWSohuhVERVmQPFblpsn1NHn8Smele1MQRK171Jbcznzd2V1wXi8OvuYlHlRFMgjuc9NtfIKalX7aa5dmOq1rJieax2Y0oaD4nsIWlkYsmkkWaEp6QxpmsT6fOt9/aYyd4w5H2jyg2HGOXELswKJV0PE1b64iPvH1mfac7XWiaNZIumHlN+T2iGtuAeUVJYCwoKCgoKCt4vmIa1kOJIN619T8E4Snk0zQwxUncjlY4bzGYKMWrsdjsMg8XpaY3FQsNai0eP2tFaWFUUmNJ1HpsN8PgxkjWQiGHTRCwWBrMZPeeNN6i4cbUiZZHtdEIIdF0OkomROiDrGnjttRp9H9F1AUr1iQRIABrn51yjYNA0ElLq8ca8qiRilKNKpxQlXdLxM6EGkGyZDs6FFG5iRtWHCQTjNsUOiGPgCVlWHawFlAowpkIIFrudgzERs1kDLoknAh5GBWk2Y8KByTnuLxTnvtVGnjvkYzxJIM4xiyrPNeZz5zlPur79MBwmc0xgc4Iqz0JeTxppr+K1pJG/HGFiTuehmhRj9kkjvYY+b1rvk8Zs6xUgQohE+KgChsOrqLJDQwiPEDKZNCYTae9jUh4jrOXqlpjU+kwatRbwXqV6GQWlVEoOLih4ehQCWVBQUFBQ8D4DKxqsqMVIN93bbYfdzqKuJZbLGs4NuLzsUFUBWteph5F6F4VwWC5nqGuf7Jd9UloAKTWAiLb1ePwYePgQqOuIxYICcKoqYrmsUNcS63WL//1fuuGfz+nGumkEYpSw1qHvOeQkW1XrWmC1kqnjkUJ66J5XJrUxQimax2wak1JR6eacbrwBTkblnkSA1VfaI55xdM7Be7quutYTu6I62FOeq7uq2DHZpPk2UjCp1y+mrkyJvo8YhgHGaKxWMqltmYzxWplQ8jrYTksBKPtrmap696U28pwiE3k+/lRtvBqIc0xtvHsgzqFFlVXCbDXNc41TJXiqCvK5chhOJo08Y3i90hj3SCMrmHkWEXukcTrTOL0uAGP/5nHS6JPVNUKIkOyrNBdLpJHTdeV4fmNEUh65tkOCZ2WdIxs0kcgcaETbQ6SRUnE1nHPoew/AgSpWjv9/R8FToMxAFhQUFBQUFLxXwarQlDg657DZ9Oh7j8VC4+SkQd/3ePhwh6aJmM/rRNAiLi4GKAXM5w2AiM2mS3Y7VsVIJXn82KFtSSWsqoizMyBGgcUiYLHQqCqDy8sdvvUtpNRS+m82A7wX6Low3kDPZhJdR3N+y6WG1hJ979D3AkJ4ABreKzRNRNOQ/a6uFbSm2UWqvJAQIpO/aSjOIckg1SciBIsQFIyRYzDOXWyq/BgTGrIwsj2Yehu1DqiqCt479L2DlBJVpVBVBtPQF1LT5DiTlklTvEK0DtXGaQ3GO6E28usO6zf49UzMDi2qfGzGbRbVvL5plcZ0rVfnGvN6jieoTms3rp7ruD31kDRm8ieS0p5J43TOlUkqqYOZbNLxiDTSPCORRlqPAOCglBm/uAC4VkakWWI+B0YLNv2b9mmWk2zOHP7DpJH+bdAcMKW8BgxDD+7l5OsvKHgWFAJZUFBQUFDwHsZhFQfZ4EhZW69bOBcxnxs0jUHbDui6FloLLJcVAI9hcNjtPOpaYDYzoMTGAd6T9a+qKkjpsd16PHwY0HWkmsxmES+9BIQgMJsFnJ5qhGCw2XT4+tdtSgsl0tg0lMra9xG7HRNOhWEgpW61aiBEQNe5CYkSkLJB00RoTUojz8Kx0sbKEitkrOrxvhybb7SWSYYeSebU8sivvYl8MXG0NoACTTy6jmyqdW3gXMB2O6CqBBaLGkqpkRiyFXKqNvI1cHjK1NZ5nU31aSs4nlVtpHU9WSDOoUVViDzXeCjfHM54Tr8EwA0JqtPajWmyMB0nK9KHc6OHpJHOQ4TQmJtJIyWe7ttnWflntTtGnz57EkK4VC/Dn1NWRjGqovw7K41sa6X3JaDvI6QMoJ7SCCaNpF4yafSI0Y3qMH0RwJ/zksJ6vxBlBrKgoKCgoKDgvYH9RNV80+qcx+VlByEimqZCXXu0rQOXrCtVQamAvvfoe5dIjoZzbIlDCp4hReXRowFdB3QdnZMCceiGumkiTk4MYhS4uOiw2dBcI5Wj08/eA5tNSM+ntNW2BarK4+xsDmuJxBpDYTfDQFa+2YzmAKtKp5tlQAiZwkLkSDKyCneVpLBSZ53ot4UAACAASURBVK1LgToirUveSByzDfB6m6r3Dm1LYSV1XUHriK6LsNaiaTTqWmJqpyQSoBJ5kCMpEUIkhSymNND7C8U5rL24SW3k10x7DPl8x+o3gCcLxNm3qF6da+R9P5xrDMGPx6T3OO8nkBNUryONwM2kkVTs20kjX2+e7yTSSOuP47GsDen5HsNAKrpSRPLoc8szjftfBgBcwRFSv2gmjdxvKgSlq7I9NZPGkM7r9mZQyVbM1ms52fsX0HNZcK8oBLKgoKCgoOA9BFaxOJXRp6G+tu2x21kIETGbVYjRY7sdIGVMaaJEIIahH+e+ZjOd5qsEtI4IQScl0OLigs633QJATLOPVKWxWEgslxreAw8f9thuSW2kRFYkKyFVeBgjUVVEcvseWC4VmkbC2oC2HWAM3ey2bYDWBqsV9U1qrfeURlbrlBJ7N/h88z0ljvx3ay2oOoGSWmPESIam+3lIvqaqX7YkAkBIhDdAyoCmMQDoOpSSaBoFIUwizrnHkG7eBaRU43my2hhvVRuBp7epChFgbbyD2gjkLyPyvOF+3+RVtfFJ5xp5NjKT8v0E1amaN309kbKrpBHAeK6nJY1Nc5U08rVxyiuT/mxvZdIYRtIoRMAwAEIESEnWZLJai3Ffad8xvr8cJJWVRgkin4AQDtQDGiEEEcZD0hijm/w7kaCAqTA+xu8VfbmEcb8L7gkRRYEsKCgoKCgo+PYE36jH6MfQGCqiH7DZDJjNVArGcdhsupQQqSCEg7URzg0YBoGqiqhrhRBEslLK8eZ2t+uxXtP5qEMuoqqIOBgTcXqqUNc0B/mNb/ToOlIal0vuWSR7K6kk9De2SjaNgjECfR8QY8BsBvS9xG5HFtWzM4H5vEkWT5FqI9SopuxXMWQSw8oTPS+mvbHwntRKqizYr72g49w030jEgfaaStyt9WkWVGA+N7DWoesc6lpiPq/SjB6thToeNYwROFQb83qv2lQPCeKzqI3OeTjHoS5X1cZ8nbfXb9zFopotw5zEm9XC6Vwjk0Z6v/L1O5cTVMlymYOOYry5q5FxF9LIVlci/2wf3r8utsmy8k2PH3ao+vSFBQXaMGmra/oCIQQx2Vv6wmD/cxzTLC7SOog0KkW1L3R+mmeczaorpDH/u5AQQo7Hp8fo/abnHwYJ5fnagoKnRSGQBQUFBQUF38Y4Rhy9D9hsWgxDwGwmcXpao+8DLi93MEZAKY0YLQCFYQjoOp9IHFVUsALhfUTfD9huI/oe6YaXiKPWpI40TUyqoUbbDvjWt1y60aU6jtkMqUYAUIqUSiEoTTVGYLUyEMKj6+jGu64F+l5is6FQnrMznax7tB5jcghIVn6ukr3pfKMQub+RAnS45zErlgy6xojriWMmKNbaMSDHGA2luO6D93IGKbm6IYLSPNUVtZFn9aSMV0hOVht5vi/bcad4GrWRrxc4rjaSkp1J2yFJf7LORp41Pf4ZPhaGMyWN/F7zGqdzhnyMY6SRvmzY73/MM42ZDJIieJU00vs+DUYSVz4XQEiquktkkf+XPkdVVY2kkT6bHhyKw8ookbyY6jXintJItRq0zhjFFaXROban5n8T9HqeF2XSL1KFzDHSmN/rYmG9Z7yA21kIZEFBQUFBwbch+GY9BD+SGmsdttsWw4A0I6jgHIXekFoDWBtSNyNgbQ+lgMXCoK4lhFDpJtij7y3aloif1nQjTQmiRA5ns4iTEw0pBbbbAY8e0U2zMUQa65pIYtsScVwuVbKlEklcLjVofsuhrjXm84jtVqBtFeoaePCgghCUykqziWZUHllpmoa30PWFpFAen2/kyo7D+cZ91S7fRGcbIu93TL2NRNK1JkUpBEpTVUpiNjMQgkgxH4Otnnxjfxe18S6hOE+qNlKHpdqzm7KKx3e5U7XxLoE42RqMiWJ9+1wjE7lpuA2TxnTFB6QxJ6jeRBrz2q/OSdLvOYSHyfxNpDF/mSBHZTbPWEp4bzEMMX2BE8fnV5WBMSIp+aRSA7mzkf4dyfSZilAqv+/DQDONvAeU9KrHz/5V0sh7KEeSeUgaY6Rzkl09k8bpPG8IRFZDEKjrIkEWPD0KgSwoKCgoKPg2wjQMhFIhKVVxt9vBOYnl0qCqKLBFSpoLGwayjVaVQtd5bDYOVQWcnFRoGgUqI3fYbrtEjjJxdA7pxpjnG4GzMwPvIzYbi82G1qUUWVWlpNf2PYXikJIl0LYeSkmcnmo459G2HicnCkpp7HYRzimcnNBcGBEVOdZyMAHL84z7nYv7wTg8Y+nGwvaqotsZvtFmHFft2BZJRINsp0S225ZmG40xMMbAObKpzucSTVMlAuAP1MR4oDZObbXZ3vm0oThPozZOCfKx+o2pNfMuaiOTxhixpzZO5xqZ0GeLqoRS+8rgdCY0K6DPRhpJ3WRShTQ7C0yJ8fQ6p0m4RMquksYY6d8c2VTzHlaVSV+20OeV1pBJJVmmRVKvSWlkdZlII8/DRgBkMV8sgOWyGUljjD69T0wYmTTKZC/mAJ990jglxKwmh0B2aiEiaM6Z3AnH0nsLngFlBrKgoKCgoKDg3QArYADfHHp0ncd2uwMgsFzOYC3NM9JN74DNhtVAg/XaYrNxWK2AV19toLWG9wF9b7HZ2GR/RVJqkGonIqpKoO8jTk8FVqsK1kZcXFis11R5sVhgDNAZBvp5tRKwNieT0o2zxDB49L3AYkFq53pN/ZGrlcB8ruEcEYemMckSul8Kf2gtzYojK2nUtchdeVVFKgxbKhk3zTfSMUKyApPiOAxk8a1rBSlVIg8RTSNR1xWkDCMBlFLCGJmIQFYb84zd1Vm8u4Ti3EVtFIII3KHayMfLFtX9+o1MlgQO/XZ372yMmCpgTNKmYTjXzzVmKzKH4fCaOAyH9477HZ+ENBIpovUcksbpPmZbrExfzkxJY0j/vvykT5U6GrUWABSkRFJQiZgBOZiISSN9qUNrsTZCa7oeItNIFm0zURqBvrfje0HvESumciT8mWDSe8+kkfZjqtLT2ug9kakTs9zuF9wvyieqoKCgoKDgXQTfnFN0P910d53Fet0nAmOSNZUSRbuOwmtWK4mmEdjtPKy1ODkBVqs5lNLwnojndhvGcBuyiwLrdUx1HpzECrz8MlVxvP32gM2GyQBwckKv9Z7URrLhcWKqgDEaUgKbDYfJaFhL841KCZyeMgEg1XE+r2CMHOfggONkbxqMQzftdKPP/XhU2p6DcQ6PM01TPbSp0g17P4b5VJVC01TwfsAwhFRrUiFGBcCNxyUCIPYsmftrfXab6l3URrYoHqqNd63fOFzDTRZVVhrZMjyF97nA/vhcY7ZwEnm7Shq5fobPTa+bfhGQLdzO+dHueYw0TlNcj5HGvBZKSWVl0FqHvvfI86/0pUddKzBp5C8cKLkVibgLWMukMX9J4L1IyiMmpFFPPhvYUxr5mpk4k4rOttirpJHnQ/nLG6WAHOpDdupCGp8zygxkQUFBQUFBwTsNttHF6NMMFakGbdui6zyqSmC5rMa6iBiB9ZpUCpp79Hj0KKCugfPzGnVtkqo4oG13cI7qNJpGoOsihgG4uIhoGnpcayKOi4VBCBFvvWUBRGy3ub+RbHKkQEqpEALN2cVI847DAAyDQ10bnJ3V6Dpgs5FoGuD8XEFrmYinTiEjco+4HBKnKQmalsezAslKz03zjVfDT3LlQowhEXNat9YU3kN2W4vZTOHkpPr/7L1LqG3LWTb81Khxm2uu29777HPOF/X75KB+3hqCYhQhYCOoDRtePqKCDQUDISABiXgJsSOIBG1JiDYURLClDe3YMeCtERRshQR++H9+fzWe5Jy99rrMOa5V9TeeeqtqzDXXZV9yYs6pF8I+e+05x6hRVWPlfep53udNmGDrWzCQCRIAsNs25CaZaipX3WeKIwBxFzjvso3G8Pp1HQ1qdtlGqSG8qf2GfOcuiaoAOmFa5ftR5hnr9nbrGneBWgq49oFGILqzpmNL120JGhW0FjB8HTTCO60KSOQhyX7QOI4ThkEAHJ12We9aQKkSWqsAfFmLCN/HUWOe2UN1CRp5GBP3pPIMe2w5I4ylhIBGeQ55PwQ0CqO4CxplXaWWNDK1+k5panpYkFt55HiRyAAyR44cOXLkeIciNcZB6Mto0HVbTJNG01isVmQD6bBocHY2B2ObvocHmMD/+B8NmmYFa2dcXQ3oOpHBwfchBJ4+Ze1V29J0pywN1mtgtaoxDCOePBk9IxcZx2ligrlek82YJrI0dIZksr3dGqxWJaqqQdcpdJ1C0zg8fqwDG9U0FZqmWjBKQAR3kiCL9JPSSKlPNKGdB1tQKP9s9weOBOi8VteJ0Y6YBCmf0BdomhJNU0Ipk9QJirmMWgDflG28S6b6LGxjBFq3s40pkEvZxrT9RqxHvNkQ5zYXVX4/vU6UKqegMbbskPtIXaOwfhE0CusmPTq5lkumURjAaRJH0iVojHtmCRplDuWgIe6rCHgFNLL+18HaCdaS0ePaU6ZKpt/49SBoF9BIplHA73XQyJpGkWXDy6PtYu20FkfheAhS1/GwIHXDle8JaKTkNmXml0z4TbE8lFBejpvjpUaugcyRI0eOHDlyvOwQ4CHJ5zhOmGdgu93AGPZHbJrCN7t3uLjosd264HY6DDS7Wa00Tk5qlGWDvu/w5MmlN8kA2pZuoX3vcHFBIFbXBZqG4OTRIwWlNMZxxtnZgGEgyGwahNYbzgFHRw7WFr6foTiRwrMuCkdHFZwrMQw08mlbh+NjDaXY93C1avayITcZ40i9ntQ3CuPWNJQJRnCy/zopgEudJ4dh9CyTWZji0HhHY7WqAshUykIpNmx3Tnv2Sif33M82ypwJK7ZPIgrcLNONYA6B6bqdbeR83dZ+Y/f+qRx2n0RVTF3uqmuU+kVj5DmWbTdSB1W5p9xj6biKMNYUNIqUU4BnBJrXQaP8dwoaBXRFKShZ/WmaMAwObGtDQNi2Ndinswjj7Hu6qFYV6x1l/wtodE75Z+fBCiXnOvQrlb0pbGw63/w3WXs+j9RgEoiK6U0KlIHIgrrAZjbN7UyjAHaREae9T9M9kY10crxIZACZI0eOHDlyfJUiBY7iHNr3dFSlbM6hrku0LdtvvP321pvbUGrK7wDrdYnDwxpaV+j7DmdnV1CKzcTblq6nl5eTB5rOSzNnVJXBes2Ec7OZMQxMWDk2AkdracRD0OI8QyNgRnnGo8TDhxrzXODiwqEoDNoWODmpwaSbLqVVtUwr7qpvVCreTwBE05BJS2V295WpWmvQ9zPm2UAcOYtCBeambUscHREcRmls6a+hFs3qZayUQy57DabsXDQ8udsUR5g74O7aRgGnaW9Kud7SEGf//VOASilnZL9ja4f9dY2pGY4xZgFICIheDDTGmj34mr3nA40RuEtfRa7zOPbo+yVoLMsKdd34dYSXjI9wrghOpvyu8Uyh9e8Kn5emN3TcrSqNuhZg6BbyVAGN3BvR4EkYRD5fBI1paB0lrHHt2PbmLtCY1rHuk6fu7sccLynk18F7LDKAzJEjR44cOV5yCEiihI7M2nY7oesGOOdQlgWqqkJdA+No8JWvjOh7Sk/XawTQ0jQljo5WGEd+fxx7Dy4ViqJC1824vJy9w6owGA5NM+H0tMQ8z7i4MJ5NgWf3pA5SWgCUnvljPWZZwrcFAZqmRtOwp+TTpwRoJycKq1WLoihQlhpte7NMdV99o4CuCEwcqkp7VgaBadl3HfkZ2T9po6AwTT36HgBmaK1R1xWcmzHPZFDbtgoMG4GQBmvitE+4y8Xa7co8X1Sm+jy1jfdpv3GTIc7NLqrR5TNKhsmKy3d26xr3OaiKOY+s5z7QmLqpiuMt91gEjVVVJN+5GTSm85CCRt5HQOM2gEY+Y4m6rlDXtTddImjse7MAjfMsTHsBGvaoBdtsjIPWJeq6CKBaALAgBwHdDAGNOpGdGkjfTQHj8XsE7v5XRQCNZXkz0JN5F9AobrW7n4n75PoBQ44cLxIZQObIkSNHjhwvKZgIxnYcNGjp0fesZ2yaEoBG0yhcXY04O5vR92QAHz5UMIZJ7OFhi8PDGn0/4uysA0BWhC6nBldXJiT47OOoUBQWBwcOq1WJabK4ujIwBr4HI9nGpon/K4oSACV+0hOyKBymSeH4uEJVaQyDxdtvEzCcnGisVjW01qiqElWlnxk4CjCgOYry7TDIvKX1WfvqJHfdVJnE00GTDddLzxwRnDZN5Q2HKD+kylCHWjCtY70m8GKmOPdhGwGDcSS7vI9tjPe6zjbeZohzX4nqsq5Rrr+/rnEXNDpngylN2nYjBY3S2zGCxgieRJqrtQDm20FjrL1E8qcA8CIw+sNA0ylrLZSyXpa6BI00vZk8wyxsLBl/jlnqkSkTFaYR0AvQGEG17E0B8wT2dDWOrrPWGoijqsyJ7AXuYb6f88yf8xDldtAoZjo31TOmgDuDxncwcg1kjhw5cuTIkeNZQhI7AQvWGgyDxTz32G4tAIOyrNE0BQCN7bbH2ZnFZgOcngLHxwWsLTDPBut1g6Jw6HuDt9++8r0O2U5gGAw2mxnjKEYzBYaBDe2Pjw1WqxZd12OzmWEtGUPnCBbXa/haRuUliAXGccA8C9vJ1gR1XQJQ6DqHy0uDunZ4/LhF05SBcbwNOKaAj2DaeQYvsrJaFx5IM+lKZar76hsjsBCAzibvAta1Lj2LSuaIbpl0gOW/aw8embjLs0qkIG+fTFXiZbCNTaOSBH/JNi7bb6gFIJO4yRAnlag6Z5DWNV43w1kyjcJ+pa6lZPVuarthEvZzOcZd0CiurLeBRgLGXdAo75LU/kXZbN/3GIbZ1yAaFEWJptGo69UCNPb9BGFWucfk4EJDQKNzd4NG2WcCGrmfla/XBMRlNbYqkXpMAW/RBIdzqDyg5wFKVeGa9FvuLXMga3+XNHV3j+TI8dWKDCBz5MiRI0eO54iYLDNpNGZC3zsMw8bXMTrUdYOmKTFNwOVlj4sLMg4PHgAnJ5WXnhocHFQASvT9jKKwKArtTXHInnQd5Wp0dqQ0FTB4/BgASgyDxdOnfaiB3G6BoyMCR+fgk9TCJ+BTqIMkoKFhjTEKm43FNCmsVsBrr628CyV72N3HGEfkjMI+MmnnPJWl9vdb1sbtB2HX2cZpmjCOqRRT2Bwa4KxW0u5AeSYuAgUCIYJGkXWm4GvX1TONfaY092UbKRcurzFDafsNqekDrrONd0lUKUNlDZ6wUvK8ApBkjXbrGmkmlBq4iPsox5G29qBrsDzbsi+kPLvUNEp/UM7LftBIxhBImV2RovL+KgHBDsMwousGTBNQFASNNIhqgwx2ng2GYQ7rWJY6sNSUlUaQSoZZ+XXQO/JUG5hX6aso68D/dh5Qi/w3NfFJZdIqXEMcgJUSk57INKavVMomy3V3QWOWpv43jFwDmSNHjhw5cuS4LVKWBShgzISus+i6LrR4aJrK91J0ODsb8PbbBHGvv15CnFCNcShLB2urAACqSkOMbIZhxDiyrYa1CvOs0Pcz6nrCgwdMhrsOmGdKUOm8CpycAO97X6x3ZDNzhWGYg4Ty4ED63fE7XQeMo8PhYYFHjxrPOJJtJBBbPv9tMlW6eBrMM7Mqgs8yJNc3GePsk6kaYzFNs2fxZhRFBa3Jvs6zwWpVQWvODe+lA4CQ2sZdUxyRDO6TqUYHz9tlqs/CNkrCz8/vso13G+LsShd3Japk2VS4hjC1cg0BzgIaZaypGQ6ZuCXTKBJMTt9+pjEFjU1T+furAGZvAo0yf8JSAxEsCfAaxwld12McAaXIqta1RtPQCKco9DXQKHtrmgyGgYc4MuYUxIrbalGIe2rs/SksuRxyCHspLCXn1yX7Nu6X9MCDzr7OH7wgrOu+PSWHD+k4932O13g+0LgPeOZ4d8Q0TfiN3/gN/Md//AfGccRHPvIRfMu3fAt+7dd+DUopfOu3fit+67d+K/wufPLkCX7mZ34Gf/3Xf42maeCcwwc+8AF88zd/MwDge77ne/Arv/Irt94zA8gcOXLkyJHjHiHsGhNrApi+77DdTphn1oi1bYWy1Oj7ERcXBpeXBHHf+I0VqqrAMFhfr2fhXAVxY1RK+f53gDETNhv4+ijKMvveoG0dXnuNgHIYFPreBYA5z8DDh5SrEsBQrjoMBl3HxHG9LryhTOlZEWCzIStydKRxeNgGsFHXy/pAef67gGOsmROZ6PXkfR9rmSbQBA+zd7Z0AVBrXXrJINsv1DWlv0rBs1AxKU7dVFNWhzJVfu4+MtWXxzYCwjZyfNfln7exjTdJVAXYCXCJbKs0pTfBIfQ2B9XYq/Fu0ChAlK1nImjkvtDhs3FMS5MZAY0CiFPQOE0zum7wLWM4Z6kRTlHocKjAOk4BvgSN0psxmgKpAIrZciOOkc+xCxqVN/iJbUFkv/Kz0v4igmQB4AIqhf2+CaQtpbuRrbwLND6PNPUm4JkeauR40VBf8xrIv/qrv8Lp6Sk+9alP4ezsDD/xEz+Bb//2b8fHPvYxvP/978cnP/lJ/O3f/i0++MEP4h/+4R/we7/3e3jrrbfC9//t3/4N3/Vd34XPfOYz975nBpA5cuTIkSPHLSFsjyTe02QwjltcXY2YZ6BtCxwd1TAGGMcBT54AfU8m8H/+z4PAEI7jgKLQXspZBwndPM/h+n0/wxjlQSKT4uNjhwcPKD/dbnntaXLYbJgUPnpEEx4AvpG5w3Y74+lTsp6Hh1GeVxQK8wzPzhR49KjCalVBzGXqesnYATcDRybWBA8CJCnRux047mMbBXiyiTuNfYwp0LZAUdBRlcY9CsaQaWNtY5RrSi1bum77ZKrSa+++pjjPyzamICplG+8jUZX7UsKJ0OtTGK/rdY3RDEeYW17f+YMAAb372m6YACz21TTSOMZ6IyaFur4ZNKbusSloFBlnuh6yD6ZpxnY7YBwNrHUoSzL4dV0uQKOMg3W1BNBk6g2KInWSJTgneNVeSl4DIGgU5pbY1gRH2F3QyO8XybNG6bW0hZH9Q/ZU5vBm0Cj7Xd4LAev7XIfl/XmWuEneKj+X9xS4bsCT4+s3fvRHfxQ/8iM/Ev6utcbnP/95fP/3fz8A4AMf+AD+6Z/+CR/84AdRFAX+5E/+BD/1Uz8VPv/5z38eb775Jn7+538ebdvi13/91/HGG2/ces8MIHPkyJEjR449QXme1KlZjKPBMAzYbCZYy1YYq5VGUSj0PWWsl5cEjq+/3mKeHS4vu8BuHBw0qGvtzV2AcZzAGkGLYaBT6DwrXF4yCT85sb6uz6DrLPqe7TW2WwLD972P4xRTGGstNhvWNx4cAI8e8V4CXKyl5LWuC7zyCoGjtcWdwDE1xolN0p2fIybSZCyLBPxcN8a5SaZKiaqD1vDSXoKSptFwTvmaumrBNvI+4jC67DV4t5sq4z6mOCnbyDmwgW2k3BjJ9bAAULvtN55HosrHUqHGbt+cUjrpPHAkA1cUy76MdH4tF6ARSOsirzONlCETNFZVhaq6GzSmTJrcW4xwaMIUQWPfTxiGyT+3Q1WVCWgsE9BIllDqGKVXo4DGsqSTrxxUCNOoVIUopyZ4JvjmtQQwygGEPLfMx1KKWyDt6cp1jS1IbmMP73NQscvKP0vcxjJGICxjjO1vCI5zvJR4BwjdJ0+e4Cd/8ifD3z/0oQ/hQx/6EABgvV4DAK6urvDLv/zL+NjHPobf/d3fDftyvV7j8vISAPBDP/RD1679+PFjfPjDH8aP/diP4V/+5V/w8Y9/HH/xF39x63gygMyRI0eOHDl8pOwaEzCDcbTYbLYYR7I6WovTp8I4Gl//CJycEJiNo8LFRY95VmjbAqenKyjFfo/TZDFNTGa7jqzjPLN9x9OnBlUFnJwQOFgLbLcGfU/W8eKCxjjvex8lq2UJtK3GOFpcXrIO7OBAGBKFYWD9VVFojCNbGLz+eo2mkZ6ICqtVeS35TZPZWCNnvUSPCfg8c36qSqOqhBUTieR+c53IUjKBHQbje0GKEQz/jTLD0oONWNtIgKY8q7YEjrsyVa2xhxEUYLhkdu6SqabSU9ZzqkXCLvd5XrZxn0Q1BY1pndzSoXXXDCfKUwU0RlbSLVjMm5hGcQklQH420Cjsp4BGGb/U9Qpo7LrJgyTrW25wrbWuAnDlviDIYV9S9pBkqw6ugYBGgiKCRhr8SH9QB4A9H9nzcwkahcmN+yRKXwHpzel8XbNN9vddoFH23O2gUfbP88hTb2Iq475d9oikPHn2763161I90z1zfG3j4cOH+Mu//Msb//1LX/oSPvrRj+Lnfu7n8OM//uP41Kc+Ff5ts9ng+Pj4xu9+93d/dyhZ+L7v+z68+eab4Xf1TZEBZI4cOXLkeM9HrO9KW3HM6PsR2y3B2WpF50ZJnC8vJwwD8OCBxulphXE0OD+nTPXwsEZZ1j5xYy0fHVRH34aD9x1HhbMzg7oGHjywXhrJf2cPR/7v5AT4X/+L9Y7GAKuVg3Mal5czlALWa53IKgvPjGpf/6jw8KFG2zYgY6MT45b4/LvMm7AX0VjGBZfOshQJYjRwuQ/bOM/CBlG6y/6TDmVZoShcaKBuLQGOuGUyQZY+fvt7N153U12a4txXmgsIm8hrkwHVC5CZms+kgCC6Zu5nG/dJVLnW3CP8bqxr5Hiu1zUKaJRegNYa39dwCRoJ+t1iXCJtTUGj9MnclacqVSzWNgWNMp/CzLHOkFJOAY3SB7XrZs+EkWlsGtb/VlXlWT2DcZwh7GBZ8mCFkmZpxUKgyP6UsaaRDKwC24ssQaNzyh9w6LBf+ewIaycyUpHKChssa02p53XQuI9ljOt9M7Mt8/cscRvLyH3ibZX9e8qx2FAXKocuNMe6Pr4cLxAOX/MayLfeegu/+Iu/iE9+8pP4wR/8QQDAd37nd+Jzn/sc3v/+9+Pv//7v8QM/8AM3fv8P/uAPcHp6il/6pV/CF7/4RbzvqOEwUQAAIABJREFUfe+7c49kAJkjR44cOd6zkQJHYY/6fsB2O+DqyqGqgLoWKVsBaw02G7I7R0cVHjyo0HUdzs56tK3GycmBdwVFkHsykR7R9y60z+h7hYuLGW2r8OgRQYsxrE0UV9SuozHOK68gSFGPjhSmiXLWsjSJJJBsINuBKIyjQlUBr766CoDivsAxOmM6xB53JrBJ8v3bgGPKNrK2c8I8k8mhBHFGUSg0DYEuE3hKLCOIVIFx2gWAzytT5ecQxvasbGMExCJ3jEyhSCHjn0vJ6T6JapwzFeaa9XnLukaa4bjAngpolP0lNXz7QGNcYwGNNgBTsumVfy5Z1wgad5ndFDSSaRQZqfJOu5wXMZeSA4iyLLFet/4aOuypcTQeDBbQ2sFasvoEjWKatASNbIOh/TrKXhVJZgSNQGwlkrbwkEMFvtM6YX6j1DMFaS8DNL4Maeouy3j93Y3GQMZY34NTo67TPpoIc1+WGQK8W+Izn/kMLi4u8OlPfxqf/vSnAQC/+Zu/id/+7d/G7//+7+ONN95Y1Ejuxoc//GF8/OMfx9/93d9Ba43f+Z3fufOeeffkyJEjR473XBB0mZDgkikZcH4+hfYXVUVXU6015nnGZjNBa+DBgwpAge12gHMTVqsSjx6xtcA809SD9wCcm3B1ZT3TRuDYdTOaRuHxYyb6IlEleCUD+fgx8NprrHk0Bt45lWMj+8QEeBwV6rrE4WHlpYsKq5XCyUkbwA2Nde5m33brG6VWrq61dxfld9M2HCJV3JWpAkjaPDhYO6PvbQAsTVNBqcK3OikCsGIQdArYuI9MNWUdb5MNioRVxgcs2cbInkW2SIBjyjYqBS8PTiWqS7BxH4mqfCeCcOXBfuENX5wfg/PtVJZtN+S74hC6y8SSjYqgUdg29hgVUIXFta6DRhWeJ4JPrhcNkzg/222P7XYMe6AsS6xWrPuNLS6M3xfSZoTvSmQaU9AowDoFjRHgAwSUSlF2K6BR9pAwcXRrTdc+gqmiiHPi3HXQuLvmEruHBPLZ3b3wLKDxLgMcqVuVZ5PDmWmaYS0ZR2EZU/ApdZ+y//gzmwHky4x3oAbytvjEJz6BT3ziE9d+/md/9mc3fuezn/1s+O+TkxP80R/90TPdM++eHDly5MjxnglJgiUxHMcZ222PzWb2zqQEjW1Ltm4YZlxdTSgK4Pi4glIW261FUUw4OGgCq+ecC/3onAOmaUTXOUid1WbDRudNAxwfM6nfbqXHYwSKr7wCX/PFnx8cFJ5RmLyhCXsgAmyhcHDAxHwYgKOjElVVe2AjAOdmY5woLTUhKadMNdY3tm0JqUOU59xXI5nKVMUURymaukzTDK3ZPoT3UL7FBzxAdAFEUnqZ9kZ8FpnqfVtwCCC0gdm9mW3kfe5uvxHvuQRfBCo0LYEHK7FOdJ8ZTnQrTR1UI6skbTdS0EhWM453FzRy/m8HjWlvw5TtmmcT7qV1EdbOOaDrBvT97MENAaCYRfE+yrOENhkfW3QQHBtoXaIsKcm+D2gURtG5AlQza4jZUJSnilTYefAu4EzAFxnPFDTumhTJPkhjFxTeJC29bwgjflvN8C7L6JzFMJjwc4JG7WufjWf6uQ8ojxamOzKluy16cuR41sgAMkeOHDlyvOtDJKpS1zdNMy4vO5yf01WzroHjY/g6QYeum3B5OaMoKFU1ZsYwWLQtcHjYeNMP9oIcxykAn3me0Pfi9gi89ZZBUTg0DXB46DBNrGmcZyZ/3hgPr73GMWw28PWQBcaRbCVANtS5AtZqnJyUqOsC2y0z16OjCk1TL9irXeB4mzEOwORympiw1nWU/kmCepdMle6k7DlYFM4zSs73CizBWjqHoighLqGp5DNtkSBDT1nBm0xxRFqcxt21jfBsl7BW+0HBriGOjJfXuVmiKmyj1HpSErqsa4wtHCJITh1URcaaOqjK/jXGeCCZAqMlaBT5KmWlwnLeDhqlrcNNoFHmpe9HL0m2cM6gKEqsVhWqqoSAU7mOgBeRmrIFi/FMo4Vzpd9fFkUhhkzCVrrwXHIQwzYxKtxH1lfmUNaYklcBkwLuBPjHnqHL77sF6xyB4f79IT97cQOcpQqAn4mAj+tqgsy2LAvvmhzZbx4wzItDElk7XoOHCHzO+Gw5XlJ8jWsgvxaRAWSOHDly5HhXhiT20SgEGIYBFxcDtluHYaCBy6uvFlitGhgDdF2P7ZaJ5OFhGaRtdBut0DRMyodhAp0e5boThoGJuzEKT57QvOL42AZGcbtFYAvPzoC2paOq9Hw8PFQ4OKjQ9xMuLuiYSeCoURQlHj3SqKoCFxdMxo+PywAc6Uy5BI43GePQ4TKykEzUVZAjRqfP2+sbJeGdJoIx52ja4ZxBVenQpzHWMJbBkCTKK6WG8LpMlcnv/UxxdtnGlBHlvwtAI8NLQBST+F22MdYVRrbxPhJVmsmYpC5ShXHId9O6xnleMo372m4Yw3klkC4CWGVNoPJGKddBozBWZE1ToOoCONkHGoWtopSX9+i6AcMwYRwtAIOyrDxobMNhiYAXTrlIYSkvJdDUnmksA/jVmqCREkzl557fl7nj94AUNMqaiRQ2ddZd7gMFAY2p7DSCywgad7+bsso3/dt94nYDHId5hj94iX0oAetdn/lFkQvH9zj2quReigy5SKvFHCnWf6bzmhFkjheLDCBz5MiRI8e7KnaBI01ptri4mHB1Rfbv5MTh8eMWgLTL6NH3TPQOD+mEKc3BBfhorX2fwik4q/Z9lIx1ncLVFf9+esoEbRwJDuuaQPHigq02vumbInB88EABqGDMgPPzwQMchaJgneB6rf31HcbR4uSkQttWEIfM1NhGnn8fAxdNZhjTZBZ1bMAyCZdkM2UsU7ZR2CXKemmGUtdVkMfFxF8v5HPCAu6asuzKVO9rinMb2ygsW8o27tsrqWQxZRsjc7X8vMyVSFR36xoFuNxmhiPSWXFQTdtuPAtoLIoisLwCnJ8FNMq1CVojaByG0YNGHgpoXaFtS9R1gwjIRPYMD1Tg94cCMEMp7c1xNMpS++vopEVLBI1i8gPvFCyspIBGmRf2x9yVncaejemBQ8oap/s67g8s9s/uvpLPPS9o3GUpl7XGCPtAKfhaRs7D8r2OAFAORKbJhHuVpQqqAUBqjwUYRyAeQWMGjy893oNTmgFkjhw5cuR4V4Q4TPLknYnm5eUGFxcWl5eA1g6vvKJweEjWhC0lJjx9SpaQNYRS80dnSBqAANNEiRgdW2dstwQMUt94djajrqNMdRjiuLqOUtX1Gnj0iOCpLIGHD0tYSzOe7XbwtZcVlFJoW431mq1B2M8ROD6uA1Cg5PBm4CjJ8b76RoDApWlKxJYSBW4CY9EUR0xdCEb7fgIAVFXhk90iMKHCikoCTyb3ukxVwN6+3o0ij90FcQAWgC8+awS4kW3U4bqRbcSivizeX1jQlMG6LlGNcsMoUb2trjE1w4n1igbG0GVWHFQF5AuQTEEjgB15qvbzvMuQLltrSK9MmW9ZUz4/QaOY8wDAOE7o+xHjyJrGotBomhJV1UAAsr+Sl2FHR9p5VnBu9gcuFtaShXbOoCy1d8uVOtcIWqUuU4B77P1Zhj0igGi5Rqxn5N7lmFK56j4QmH5G1n33/ZHPP4s09TaWkmuRGvnEWsZxtBgGYBxnLxUuwv5yiSxSrmGMC21lUmMsSqaltcsSGMe5EVYYYU1y5HjeyAAyR44cOXJ8XUdqjEMZnsHlZYc332R948mJwzd+Y42qIrNorUXfDzg/t2gauqqyMXkFpWYABdq28SCUPeqsVTBmxmYzByB0cWFxcWG966nzhjGxh+M40lX18JD1lcYAp6dA0/DaV1cjhgFYrYD1uoYxwHpdYr3WmCag62ZonQJHHRipfcAxNcaRsZPhcIH1ItBLk/Tb6xudo8sjAZn1zzVDgFNdC4hRwT1TmrULEBdws+veCtxuirPbr24fwE0Bp8iJ6Tx7M9vIPpvuTkOcmySqBFZFmDvnYl2j9KuMc5h+3yB1yxTQSIb0Omh0DoEh5JzeDBrTmsZ9oJHSZV5TAIgwvOM4BabRWgOtC7StOPcWfu1UkKNyj9lkj1gURYmqAowpA3tIOa2AxiIARXGGFTkpx8JJF9A2zxE0Rsknwmci07iscVzupeU+SX+2b0/t/ttdcZs09TrLyHmjckH5OSt8PSPQNLF+1Dm+WyIPj2tWommWElypixVX5ihB5roJ+GaPTAtjVDAPyvESI9dAfnXjD//wD/HZz34W0zThZ3/2Z/F//s//eSdvnyNHjhw53kVBMxwTEtlpGvH22z2ePAH63uHVV4E33mgB6FBPRCkrQd3jxw201gEUKOVwcNBinp1nYNiQfJ5nXF2ZwJxcXjpstxZ17bBaASmrMQyxl+N6TblqXQMnJxplWcE5g/PzPjBndd2gKBQODzXatsA8A1dX7O94dNSiqgoUhU7q8dLnv26MQ5AiCa0LSbgwqZT6qYQFui5TBZjEUrrI71tLEyFrDaqqCu6XAmjZ/F2uyzkBBMjsl6mmbJ2AwLtMcSK7QmBKJi+yjfz8srZRwJX8vCylZcj9JKrRoKRYgBcBjUAEx5FpohkOayotBDSKDJNAzy1AI51ala8jdZA+flUlY3x+0CimOwKkWLM7YRh4GBBBYx3YPX7eguZNBCrTNEHYLDG9MabwsmWLqiqS+SyChJeASSX7T/p8yjzvgsYoR90FjEsWUUAXf76sL1z+LO6l5+/PeBPgFIZQ9rccJIg8WYBhBNWRbU1No6KxkQnSZFEHyN6O4D0dF5J5ldpQ65UT8vsNvjby/s+bI8dN8Y4ByM997nP413/9V/z5n/85uq7DH//xH79Tt86RI0eOHO+iYAJugqRvs9ni6VODp0+BpnF47TX2GizLyn/e4OqqxzAQ0L32WoOyLH09o0VZahwcNOh7g76fvQmKxjhO2G4jy3V+7rDdGlQVzW0A+D6GlKgK+3hwQFaxbYG2ZYN1aw02mw7TBDSNhrW8wPExHVUBYRwVTk9Xof6pKJbA8TaZaeoiSalj4VlXJOxYTLb3yVSnacI0wTtkprV2AtDIhFFqV8A5ldSzxbFJHWRak5jKVKUBPbzD5m1sYyo9lD9vYxtTZlLunRriROCwX6IqIHXpohoBTFrXKHNNhpcuoZLEp/MmTJDWMu/wINQk94rgepcdTUGjgOKb5KkyRsqcI2gcx9mzjTOsZV/J1ar0AD+6wpIZFXmxwzCMENAoBwVsoaH9GFIQrpJDCVljMUqiWU4cd3SNTetOl/0x5XAhzoOARol9TqrXQaMf3TOCxttYxrSvYgSNLshJraVjaqoY4PPEViLWGi9hlb1SBAZfPi9MsTj1xtYkgJh8UfUQTb1kH/AASpQXUmOpkLt4vMSQ7fkei3cMQP7jP/4jvu3bvg0f/ehHcXV1hV/91V+98zvDMOALX/jCOzC6lxN9339djTfHuzvyfszx3yVexl6MSRK8ayFwfg7811eAfgReOQEeP+a/XVzAy7cQTHOOjvi/8/PYY5E1h2QM55lgcJ75710Xr3F+SSlq0wCjBVYN0FbAtgMmA3QTMI3A0SFw1AJXW6CpEMDStgeqEigU0PXA+oCS1qoCvvQl3rOuCTolsSvL2PBenj9lPiSpZU9Dfm9mx48AbiVibWFk8WQuI1iKf0/7UrJGTkAh/0eQEz8rIWBCxifXS++/GzKeu55T1l+SZumBvsvCpP8jyI7XknuNY48vfvGL4XryORmzPEs6V+n1gOX8RVAMz/bBywnjeOX6u+uW3kvmdHdu0munc5zOs4xJ1ka+I/tZanIjA7tcs6JYtneQz8vf5aBE9oD8PH2udM3SuZfvyb/Pc3yWeOBwfc1390m6f9P1vm0f7fu3u2L3eSKbvdyDcl2C7fg9MsbL66Xvhbxvcd57/N//z/8FuAia47o7GJF7FyrgFIXIJM6GdY2FcoD/n7MOqlBw1sIphdLfa5xjH9QHx839J+WrHN/xHd/xtR5CjmeMdwxAnp2d4T//8z/xmc98Bv/+7/+Oj3zkI/ibv/mbxYnjbjRN83W1qb7whS98XY03x7s78n7M8d8lXmQvyik/pWAGwzDi/LzHl74EHB87fPM3A6enFbSWvmgWw+DQ9wOmCTg60jg+Xvu+hDTYadsaVaXQ93NIbudZYRx7bDYOVUWA+uQJzU8ePyarcXAQAayATGuBBw8I/uqaSVrT1JimAV2nvEyxgVLAeq3RthpFodH3I5xTWK1KtG0NYYBua8XBv1PCljYLnyaROy5lcakxTtrGIzXFIfNBxmiarDcKcp5dslCqQlWJK6bakala0K02ttRIZappMsx/i9LQ29jGVH64yzaKNHD3mthpvyGfA1IWk/f6/Oe/iG/7tv+dMLCkEMiKqXBdYdKi5NeGGjNhBKWukaCx2CNjRJgrSmE9GND8fnSidYvnSp+NYGy5J3aZxtS5VnqTUoJsUZalB5ZCO0Wm0TnKS0WyLOwax+b8+pJ1pGRX/js6zAr45PU4jzSKWsp9RQ4tpjfS4mV3vVPn0X3rt8sI3vSu3JZfprHPACeuQeyVKoY9IvUWYyR5jngtfp8/ktrRiIpT12RrHb7whS/iO779O8Lzy3VinbDyDLVIVLnnWPvI+zkntY3KH4pYSK029wvg3OzbsHAMJyfre81PjntEroH86sXp6SneeOMN1HWNN954A03T4MmTJ3j06NE7NYQcOXLkyPF1EpK4GTNjGCZ03YSnTyecnTnUNfAN3wAcHjaYZ+WbjwPjOGKzIQ13fNzg4KDGNBlcXQ0eANag++oMa9ljEChwddVhuyUAnGeLJ08choGJ1tERx2MMmU0xylGK/yZMIvtE1thstjg/H3zyWKOqgNVK4+iogrUKXTcCMFitKrRtHaR/NwHH1Bgnrfe7qb4xSlsFCPD7YsaiFHyNnbRdsBhHB2snsN8kUNcVaLhTQ5xEJRnm2ghw0AHw3eymej9THGFcxDwmBY2Uisr3XPiuyEThXV6vt9+IoCM1tBGJKevEYusMAToib126rS7NcGhGYoOElODVevAqffpsAFryfa7zEjQCWAAK/j3WVe4+A0GauNzGPqQRNBLoVFUBrSuIyQqgfO1nAefozjsMYwJapR5Pg9Jpgp84H4Wf8zi/0i5EenqKA69ScbwCtmV9UtAoUmYBl/tcd3fl2WlLjOetZ7xJmkqwZ5P3jOsgknnOB7z5jQ77Ne4tzrO1dFiVfcQejtfrVmW/xmdx/j2O/R1pgAMv/3V+PYvFupEJdf4di/sP3vBoGHi9g4MSRVH5etscOZ4/3jEA+b3f+7340z/9U/zCL/wCvvzlL6PrOpyenr5Tt8+RI0eOHF8HIY6q88x6rc1mxFe+wlYWbQt80zcVqOvSW/yzftHaAWdnBI6vvLJCXdcYxwlXVxO0Bg4OKkg9H1kjQKkZ2+2I7RaoKrq1vvWWRdc5NA3BYVFEU5xxJPNI11YyjmWpsFpp1HWJ7XbE2dkWAGBMg9VK4eioQtvSpOfqaoJzHMvBQQ2ACfJuD8ddY5zd+kYxG9H6tvpGJtn8rvVjii04WEvHOZ3nCdbSTdU5XrOu6QgptWjCUkWgFusb2ZNv6SAqrAfHcR0MLJmeyD6l/RiFIdtlG8X1U4x6UrZxH3sUJaoRDBIcCAMn4+Kfkcm77qCatt2IjpfO1yzGOjRhGmW9ZIy3gcYlWI5ztZwThGs4J0Y4Y9LegWvHsQgYVGgaHdhSYxzGcQDbbwgIBFjbWASmVdZAKZ04xYoJjqwpn0XGLPWMaWsYqefbdQ6NBwtxfW5jpSMDv+zZeV/QuMsyyvPJPqGLMw9VpD7TOda2AuyXKsZL3KsqsL/ybPEafGZpySPPwgOLyDSn7wrnLa0LpoFXXHeaFPmRe2CrwNrGtE2MtFSZ0ffsI1rXGoeHbfIe2cVhVY6XEHtk1+/2eMcA5A//8A/jn//5n/HTP/3TcM7hk5/8ZCKnyJEjR44c7+WQJG4cJ1xedthsZpydMfF68AB4/XWCQDFvmWe6rvY9E/rHjw9A45sZ220PrUvvKslT/HmeoJSGtRM2GxrFFIVF3wP/+Z8G4xj7NAJkGfs+Mo5VxRYcbQvUtcLJSQvngM1mwOVl59mCBsfHGoeHJZqGY7y4IMOzXtdYrSo4VwSgsCvL22XihPkio6C8pJSANZVX8hrx+6mbqpjilKW05ACKYoC1hU8kNaqqQNNUgW1kYio1cQIcb3JTVQtQgHuZ4tzMNqbuqPJcS7YRCXiOyfiuIQ6wdFGVpJkMoOy55Rym/QbFBCZtuyGgMcpG1V7QKI6nUXILvAhoFPMfAY3jOHlGmYcYZalR1/B7i6y6mKcQXFhM0+T3kYA+gkNhEGUNIihxibmNgNEiACAZN68tjDaBZV0vJZ3pWksIW7d8B24GjfuA311xG8sosk6RgdONeckyaq3QNGUiF1YBYJLx46GCtRZaq2uHQaIaiAyrCvMEKC8XB+bZIfZrVX6vFUjbkqR7dakiiG1R+HvOYp5pAnZy0qIotDdqEtDNd3SajJfO58jxfPGOtvG4j3FOjhw5cuR47wQTthlXVwM2mx5XVw5XV5R3vfIK0DQFgNL3QaP0qusoaV2tSjx6tIJShW9HMEJrDa0rlGWBabKYphnOaSjlcH7eAWB90GYDvP22Qd8DDx9SilqWNN2ZpmiKURQ052lbjqVtGyhlcHY2+MSM9ZeHhxoHBxWaRmMYZlxcjACA4+MWbVuCNUrFAljdBKqk5op1c6nTaBk+H5unS92g1GTxh+KeSnbMYJoUjBlhTImiYIJZ1yXqugqSQUlshRFkMns/marEdVCA8J19bKM8Syo9BW5qv6EXnxNmc59ElYDOhu/JNVNwSalhZHlTdi9lkvaBxiixFjfU66AxOrdKK5QXA43cy8obG5Vezpi6mqrQTmOaLIZhCmyisMdlWYZ62XQ8UZ5qw7XIUqatNpSXc1r/3orTq14wcTLXaU2fzPnuocJNbOKLSlPvyzLKz5WyYQ3J1vKQJPZSXdaYypxF+bMA5bi/47vK+ZfxDYPxc8cxGsvv13UZ9qwcxkhdtLDA8VAJYW9O04hpstCarrqrVRPGL06wbHlkfR/K5Tub40VD5RrIHDly5MiR46sdktwMQ4/NZsIwDDg/d7i6Igv4+DGTo6ap0LZVYIa6bsA8MyF6+PAAzsHLUtkzra5ZszeOZDKBEsYYXF4OPilzeOstg7MzJq0CHAFgs2HyJ8CxLMlGVhXQthrr9Qrj2OPJk84DtRoHByVOTytUVYmq0pimGefnlAeenKxCMnpbK45d4CjjlHom9tVLjXGi7HJXpjrPkW2MjdtNaEheFAp1rVCWK9R1GcCejEES/iiZW8pU03vLv3Ect8lU97OIz8I2plLWmwAIW0RQcig1ajIHaV2jfP16iw7nZZpihpO2JLkdNKa1gPIcMpc3yTRvAo3SsmKaeEgyzzMAjbJ0qKoS0seP19Oe7SRoHEeLYRgC22eMS/qIyvUR/k1cUKXOUUAr59qFfcvPm2DAcl/QeJs0Nf333bV8EWnqbpuNu1jGsizQtlU4sKDzsPXALTKzAhrZl3PJMjpnExDpEiZXQXo2ErxG0E2mHwAKVKXy7xtZTGEcRcLOPU3DKpkjYTb5bhY4Oqo920iQSGBrMY4m1D8KIOXBUU7/c7xY5B2UI0eOHDnekWCCb7Dd9ui6EV03o+8pFV2tCBxZV1ihbRsAxjevn8DG2wrrdQMmTgas56uwWjHpYoI7oyhKzDNZQrYrsPjKVyyePiVAePCA45mm2BJEa4Q+kQ8fknFcrRq0bY2u6/ClL136RLLGgwcF1usSbVtB6wJ9P6HrRlSVxvFxi7qu4Jy70xhHksHIOiz7N0bgmAITYdhsYPCMMaEPobTzsHbAPCsABoBGXWu0bRP6Al6XqUZprayVOGuKTPV5THF22cbU6EbY0vuxjfslqkpJ7Z1IW5eN5eVzu/OcOrAKuEpBI8GVCvLUKNkVkxh1zUV0OT/7ZZrpugkAjeZGBI3GkDUvSxfqUaNckb39qkqDQNOi7yewx99Snto0S9AozyAAFCBIIugjeBTGS0DjMJCx0rrwtZTLekapSd1lKtO4iRXcBY0vQ5oqNZh0uVW+HpQHKMIyitRU9uU4GpSlmBLFvchejcqvU3wH0wMCGQ98X1XuazHQiYcO8nyyZ1I5qi6tXyeLaUoBKfe1zBkPQ+hGXRT8PcnfNZx/MVeaJoO+n8LfechQ+VYsRTgU2m33k+MFwt39kXdbZACZI0eOHDm+qmEtsN322GwGbDYDpslhHAncVivWFq5WGk3TgM3FgXmeAziiEQizHYIAA63FoMai6wzK0qEoyAK+/faAugaAGW++CVxeumB+I7WNQOxHN8/AyQnw6qtA0yis1y3atsL5+RWePu193WDt6xsrNA3/r3OaZmw2A+q6xIMHBygK1iYySdTJ80cHST6D1DshyASds54pigAlZfx2ZaqRbYu1h0rRYbbrLIrCeBdVjaapPChQgXWKACvWN94kU02T5dvYxjSiqQjBxy7bKMBBGBrgZrbxJolqWtcoz5TWhi7BpoBGScrdNfAnoFEca1PQKGBwFzQuaz+fDTQCwDgSNE7TDID1g3VdwtrIDFN6qhegsesmWGsWjBflqfDGUkBqNqSUhtSzsseogrWx7YawnwSNcwD7basXz7ILGkU+u9sy4y4TnF0weVvcxDIC8i7Jz/k7wDkCRgHKwjJGdjuCQ2HqpNWKUlEOLPeUMaRsq9TICnDjWpLVloMKaa0hBzNL6bK8zxbjJKZNsaUML8nrC9Dle1JgvW5QljoY78h69L2FyKW5z8oAjNn70YJ1vcvfRzlyPE9kAJkjR44cOb4qMc90Ov3yl4GDg3OMI91MmRCT5RN5aFk69D08c4fAfLRtDWNMkGMWRYmmoayVdY8OVaU8uengAAAgAElEQVQxjgOePu1Rlqwx+tKXHLZbgtNHjyhRvbjgfeeZILKuCSpPT+lUeHDQwjmL8/MtvvKVrQe4NV59tcRqVYdaus2mB2uWKjx8uIY4qqbA8e76RgGO8OyGGOMUO8BRavdEsiYyVXFkpbnOPBtst9a7Lio0zQGapvRMSwR4kfGRerlYH3aTTFVMVF4G25hKVAX4pKD5NrZRQHNkAovkfpEpZZ1aTKQ570zmU8kun43jExMTjknALP/tPqBRGFkZ912gse+lprFA0yi0bQmAUtRUSit1lVLTOE0ThJHkuFLQqCDtOdI6N2k1QgmkCv8mtXGUSVrPbmrUdXFtDYRlE9C4a4J4m5T0eeoZb2IZeTBhAssIiJGT9X0slywjP8/3JzLmsSZV3Gijm+8SNMq4IzOtfD1iul/iAQ7nkYBdmEupI5b3zF8dwlY6OH+AIKwk98owzL7Ha4HVivXKogyYpjn8LomuuYBS2rdvEdBo/HsJABZFUYYx5XhJ4YBcA5kjR44cOXK8QIjpR9cN6DomyufnQEf/GpQlgdvxce2ZFu1rjipU1YSrqxl1rXxdkvVMClDXBbQuMY6UZwmrRTlsD+cMNhuH83MC0aMjAserK0pTgWUPx9dfBx4+pJFM01Dy+vTpFa6umCQ3TY3Hj0us100AYV03YJosDg7oqLqvFcddwDEme2zIThAZmZwI3lxgG4XNE7Zh2WtuDkzcwQElbbHdQAzeN20ngVtNcfbJVF+EbRSW5K72G7ssqMyDMEl1nYLGCHgpuRSDESbm4prJny0lwMLWyv4iCIvs0G2gMT7b3aBRvj9NE4aBPU0BgsamKeEcGTM/U37++N15prxynqfwjMIsCStJNlXcY0X6uMuiRXljVYlUkjV5SrGPaMoiRtAozqmyP6+DxptA3vPWM6b7K0qPDcQLSFhGAm272BuRZUQyH3EeBHjzOoWXuQLyrqR7n+OI/S3J8E3J2sthhBw+8B2qaw2t9WJfSL1tOicEn5Sdp/eggZcAZI3DwwJspWIwTZNniyMDL8/DPrQ6vAdiGESgDO9erUNtdXpIlCPH80QGkDly5MiR44WDfcdmjOOA7XbA1RVlo8OAYGTRtsDR0Qp1XWCeCwAWbVtgHB0uLzfQWuHgoILIOo1xaFsyTeNoMI4myBz7fkTXGe94Cmy3bFFxeBjrvOTeAhq1prPrw4cabVtDGoS/9dYVug4oigptq/D4cQuttR+nw3Y7wFqH1arGyUkN50+bbwOO0uCeQCayHWQjBNDEXn1AlKlOk7QNmDFNZBjpkhkZtaurGdK4frVqsFpV4TMRuAG3yVTT5FmeAbhbpipsoyTB92EbgVijeB+JqtQ1lmWsaxTnypRFXIJGlzx/dFUVoCcSzWkChmEOoFHAwl2gUe5zkzyVe7MIib2Axr4fwfYrwGpFptH44jb2GyToFmfUaTLouiE8c1VplKUO9ajGcF+JQyjHJmssqyayaLmuCW6jShG87tbnci4jeLpNmir750XqGW8DoMt+kpGBHkfWPkurlKoSFpWGWvBmObKHrY39K1Nps+zBWO+IZP9JveEcpLBaO8/asS5WgGpZAlVV+vpQPovsedkXvIf0Ui18jWt0ZGYd5hT6u1I5UHjDH4CuyQpKlbB2xjwXfv8UHrBSiUBDsVijGtvdiAw2ug+/J4v2vprxHpzODCBz5MiRI8dzhXMOfT+g6wyMmbDZDBgGJlV9T7nqwQFlpK++2qIoKlQVoFQJrS36fsaTJx20tr49hvVMC/s9VlWFcTQwxkBrjbKEv8eMYbDoOuDttyn3W60EuPG+80wH1brmeE5OgPVaeykq2358+ctbLwet8OiRxsnJCmK8MU0WFxcdrAUODxusVrWvtYrOmzIHKbgS1pQZRewjmPZRTKWa8r2UTWHimNY3MuEzxmC7nVFVyksNm9CsnEyaCwmp3EdAwH6ZagR692UbyQhGtpE1XfvZRvn+fQxxhGllvWkEdruMlDC6UrsXr5OyUw6AmBAt6+REPp26pwpoZJL9/KCR0tnJs+QDaF6ksF7XsLbwDKysQeGb02sPGmeM4+SvYT1g5GFJVRW+Xtd6ybKsczSuWbYMiQZMYh4jJji7oDHKU+Vat9czyjqk39/9+W1xEwDdZRmlHYm1FsOwZBn5eeclmjPEaIoHO/H5ojvucs+lLKOw3AK6uAZ8Z+WZ4qFQlE9HYB5BojDjhe8Xuu+Z5XCBB0UEqf3E77VtFdhVa114b0S+7J/K18nWoZY3rjtBc1UpD0BtMOUSkx7Om4FSdPXNkeN5I++eHDly5Mhx75AapGGYMc9Mei8uRmitMM+UjNY1mcDDwxKrVYu3336CumZyRClYh66zqGvnmZASkvjSdZJ1jJTYUbLVdSOuriYADhcXDk+ekFFkmw2yjADw9CnvfXAgUlng8LBG09RQyqDrRvzXf82YZ6Cua7z6qsbRUR2kbsYYbDaUqh0eNmiayrMXhe9Jydg1ohC3RT9LYEIuoIzSvwgYI/shbKNzJrimkv0TIGDRdTOMMSjLAus1n0UAlgSlatFAJgVFgBh5RJmqfPcmtlGeQZLdCIrvzzbeZojDe0eJampWE+c3Mo3yHHIdSehZ86Y9MLgZNNa1Ds9MqWF5bcwpI/ssoHGaJozjjGEY4Rxltut1A2NiGwcCNwWtS1RVCeknuN32YH8/401PtJch831SynoWShi1yFoLMxtZVgQGUySubasWoDECmDiXUoOaxr66RWGoZR7uI029rTbyviyjOKDKPPHwgL1d+Y5EEBiB8JJpc8nLIiwjWeLZS8Xh76k9KywHMaxjlGuTzXSQ3qBx70c20xhKX42hvJWHLWSQ5bBgGMgqNk2JVSWso/Z1ndp/xvlr0zSsaYQtLyCGSLynRtNwjPMcnYWrSic1kwbOGVhbILZ+yfHSItdA5siRI0eOHNdDTueHwWCaBs8ATv60HdhsHKoKePhQoW0V2nbt2T/axyulsN32GEfax1PKh8BklaW04jAQsxznDC4ve2y3E7QGzs4cnj4lAFivyTICrK+cZ7KQr71GhunoCDg6an3dz4zN5gpnZ0x8V6sar79OUwo5hR/HCdvtDKUKHB+vQh2TsA0y1lSmKuBKgGPq0CjgKfZ9U+G7nEuRCy77vEmCbYxB39vwczrDlkGmyvss23DIWO8nU72dbYysJYFbnIfIzknCLAY/Aq4icL4uUeXz2wDurtc1RpAtQEfGK4k6GbjC1zdGcCTmKvtAYwqqnYOXc+6CxutAdxc0yjMPQwSN1gporGEMW0EIs8e5KH3CTnaRoJEGJwSNhXfKVX5PW3+YEEGRAMjUGZdzbv3ccpx1XXoGKmUJUzdWdW190n2xD+g9az3jTdJUMezhPaLEOGUZtVY7LCOZ/HSNCB5lEBHwi/Q23Z9xr8Nfk+ZblEfzZ5z32DtTpLHC5se5EQfXKIWNLKwKvwvF7ZSth3iPcZwxz5OX85OV5u88BXjG1VqLrrMeMPLgiRLVyjPQkSmN7Kr2ANGhLJWXrCJIbwlghcmuwnvWdSOOjjIEyPH8kXdPjhw5cuTYG8I2sh7NoO97PH06AiDzJz0cj4+Bk5MCBwdkHMU50lp4Rg94+rRDWTo0Te2TYAFnCMBRKYuyrGDMjLOzq1AD9NZbNMaxlmyjJGrjyHEcHBBUNg1weFhgtaoCq3Z2doXNht85PW1wdFSjrrVP3sgGiCnP0VGLuq7h3LKH433rG4tCh+cha+kCWyfJJ5NRYb5MkNQJuBlHg2maIVLZplmFhDqVqaYskiTUzytTTeWaMk4BG5R6Art1UwIGgNTB8naJqtRh0UhJJ6AxTfyXTrG8ButAI2jcBXmRwYo1jUvQKNJQWUORTj4faJzgHJN1HoRUnikkcBA2W+bOGIe+732PP+PbbSg0TYOyVJ6pNKFWl4CrCEBZ2GV4F1SlyNo6R6BR19U1xlRAoxi0yLo/C2iUjz6LNDX9TnpwwJ/JmkbHVKWU72tZhL0n0kt5dpmPFFCThVyyjOkzpbWMlKXCr7e8p2RqrVX+91KJ1JVYgKv0XyRYU2EfCyCW+4vzb3wnlVdqjJhn/j5hnXIJMdKSA6hxdOj7MTCrwkBHFjTuea6l8yykQzTj4qEI33/ZJyJ1JWDuuhHzbLxs/z1YtPfVjPfgdGYAmSNHjhw5FiHunnRqJMC6uiJwVIrtMIpCWL4Ch4ctVqsKZVnBWrbcoBPrGNoDtG0ZgAYTQ+flXEBREDh23YDNpgN70TmcnZFdLEsE5mUcCR4PDwlcAQLIw0PtgSNP3y8vt9hsgNVK4ZVXGhwc1N7evoRS1rdRMCiKAicnLbQmSNvXikMSuJTJEVnnbcY4AoBSmSqZFgOtyyBvNWbCdgtYO6Is2aZktapR19WCuYtAQtpf6ASkRfdPSeKXyfRSfus/EcYZ+0rK86TJeUySCXrhGQ2NuySqrNuLLqcCJiTRFiZXkmpexvn6PhuYnZSRjNLH6PqagkYZi4BGMeZJ5a83uafuA41yyEAJo8ZqpaFUDcD470lPxCLscZo4DRhHgIy6DvuvqoogbyRoFDCkA0CWmr50D0rNG8FnuQCEqYRapJ3ShmQXNO5jB1PQ+KIsI1k7GWvhmT2DYZD1VItDEQLGGQIMZR1YjylAS+6skvFdZxnlOfp+DlJOcbaNtcUGVaWwWtXhkIj734T7x3lTAaClTGRk9zSUMgC0lwfzPSIDSRnxalUGsEu1AIIU1zn/hika4sghgfR8TJlMqU8l+yjvfnxvZd+INHyaHKZpwDyzThSQlkFYyJpz5HieyAAyR44cOXIENo6SRdY4Xl72sNaGBP38nIwfaww1Dg9bf1peeqBAq3m6ljLxolRL5IRkVShZo5QVKDAMEzabzteEsb5xHCPb2PcRQB0e8s/1WthHjfW6xjhyzJvNhK6jYc7rr1c4OCDjyDpEmv30PYHjo0eHgZm4iXGUv0svRjKnIgOMifPun5LYSV8/YSn5GbIp0yQtGsi2rNcrb6RRBJt+1mU63E+men+2Ub6zBE8C7nmtKNFbtqeIiWzKEsZ6NpGoSl1jVcU6xhQ0SjItrJS03ViyS7GOkNekuYgkwgAC0JDnFLOT3X6acS5wL6aR7qkFqqpE22ooVYY5JtO4lO0CCsPQYxwBpbhXpMY3Mo0pUI8GRAKsAHEAFYlzvAcBRnwOAY0CuuM83A4aoxPps9cz7rtONB+Snpgcj6gXIssodafRbCoFgNFkSvZH6ggLpIcIu/uPrDDCGLimLjGnojER3VIjME+BXARpkeGT5xaJa1qjK78TioIHK+M4+sOVAnVdeVlqdGylNNmGA5+iYM33QV2EmkRK1K0/QFHeSCd938ho8/BreVgk+5pzyIMrMuHa/z5BOPyhUVCOlxa5BjJHjhw5crxXIkr7KHFybsZmM2KzGcNJ/DgC5+cWqxXw4AHQtjWOjxtUVR1O/Kdp9uBzwjiyLu3gQHu2T+SFBeY5TZ4dtluRA1o8eeLw5S8TFFYVGavNhglT2/LvBweUqToHPHxYoWlKjKPFZjPi8nLGMAAnJyVOTiocHTUeFPAUf54nbDYTjo4aPHzY+iR22Yojle2l8kv5b+nTKCxATH6jTHWejf+OwTiKzFDaCmgAM8aRbp0idVyt2gUjY23s5ydmGbvNyHdlqjexjdeB43W2kWBsH9sYJappb8d9bKOARiaozvf4XNaHLRk1FSSAkXUScFnAOROcNu8HGqNsMSVXhGkUEJy2M0ilmcMwetA4+cS9xGpVQqnSA/zISsf7K5QlmcZhgGeiVDBE4fXFfZVrQLAp8kOVjC+OUeaZUtd9/RkF9KUuoUtG6SZJaQRgd4PGmySuAlxT1lcMqIZB9qtC06R72gWWEZAaVkBkqnIfOfzYZRkJ3pYGPDRKcr7emIdAfD8ApSzqukBZVsk94ztF4KgW71GsbUR4j2WsNKChWoD7k++PgEuOQ/u1B6xV3ll2uWYMhbblgZq1DsYDSkpdtf+dVIT5iO7D/N0qddHsPynOzc4DZllvsq/jaKGUQ12LiZMKEt4cOV4kMoDMkSNHjvdYsNZu8u6OBCSXlx2GYQ6J/MUFjWmOjoDTU422LXBychgSWmOsryFyGMfB1zRptG3lG6RLTRATOpo6sEas79nnbp5pinN+zuRxtQIuL8k4rlaUqEr/SABoGoUHDypUlcYwWG+wQ2bg4KDGo0cah4cCHHnNYegxDBbHxw1effUonMILcFxK9/bXNwoAjvWNIjssQkItgIyJLZlHJslixmEwzwbGzLBWoapKrNetd+SMdXwp+yLJ3v1kqs/HNkYAc739xm2GOHJPWd+0rnFZ+wh//SVYlMSXLBwlq7HNgCTA9weN0VxmP2iUe4kbLUCQ0Pdjsu/JNAIlKAmMoFGAjtZkIdnj0cE5giJhnOSQIQKWaEAktXQAgVPaDF6YoarS10BjyjTvst277/Uu2FvuhbvrGfdJU+VAYSkzBoRFF8BXVZFJE0AcmWfuwShhv84yRib9dpbRGOvlwJSPcmzK7xk6mqa1g3HPyf4X4C7SUOX3g01APNeDrqYTjDF+71CePI4zjIl9G9kzNjKuVFo4X8vJcZSl9kCb7q+hnhnwbXnk95aw2wLgFQDKb8lo8rCiKOjayvvIfFEmTxMpuSc8+6p8j9ERdIBtbt0LOe4ZstXeY5EBZI4cOXK8B0ISUTpVOl9/Zb0zqgmfu7zkZ4+OmCyfnFRYrQ4AMFmfJibN1gJd13kplUbb1miaKjBkksBJvZr0xxvHEdutw/k5W34IEziOQNcDJ8exf2PTsD1H0xQ4PWUPye3Woe+3uLjgZ46OarRtiYOD2rM+TKg2mx7OKRwe1jg5kR6O0iMtAkdJMqOkLjX9WBr9RLOWwj+buH4SQFo7Q/oQai1NvxWAKSR5TVNjtRJ5G+eHSbUkm0WQ890mU5VEmAAsrvGzso0yD7e134hSVrm3gTFk34qi8FLkCGb53zKOGExyaRRSlhE0cr8QNFLWF6WMKUMV2cProPE6O7YEjek7cHUFvP32pV/LEm1bwDkyjVw3GTvHUZZklSjPJmNP06YGrDXUfn9QdiqHBmz1EccrBy/O2QA0BVxGp17n52rZh3CX/U3nOwWNy/3xbNLUlK28jWVkTe91lpHzywb3EQQpX68bHXBF0inXlHsIyxjnwECcgAV4E1y78K6mJkICWPkeLWt9U+CY1sKKaU98B+Hf2wJak+mLtcqsnTZGeUVEAxoapaoBF8y/eHigUVWUjMr4OMcaVVX6PRqlydzTOkheacA0+XdNhe+whRKNiKw1XtXA/rkHB1U4uKiq0v/OHUFTHboFyz1z5HjeyAAyR44cOd6lIUn/NBHwUeJEC/fNZoA0uJ8mykWbhrWFdV3h4cMVqqoKQIAMIoEm3fxmSHuJqqp8YmlCUib1gqz5Ai4uOlxdOWy3wJMnEZAxiaY8tq5jb0c5NX/11QrOGWy3BldXrG9crRQeP25Q1xWaRkHr2idyFldXAwCF4+OVrx9a9nDcBY5RFrh084zMHcJ/Sw+4WDdlA8sqBipSs8c5jz0Am6YOxidp7RcgTI0K4xUQHvvcyeeiTHW3XvN52EYaHkX30tT1Uq4tQEZAI01JdJCJpuBDJKqA/N154M7+elpLfz3ja8pUAI28/xIsyViX63I/0JgyWfNsMI6sfWXCjQAaOW86gKTI/mp/YDKj68i2c2/WaFsd5p8HD9YDAh1Ao8yj1mISY8L8VlV5DTRGAIrFWLje+w4JlqBRxn0f0HjzNcSBd8kyitxTWEaZX2ElhUGVtdcaiBJeeX4b7rMcn1rspWGYwhhovFRCzIpYF+hQVdExNa3BlPdF9oYcBqWHPlJHmTKSIhuOLsnwkm2qKNiqxYYenU0T32HOifL137IXWK8qh2fSGoRrrgOzyN/JCmURDyF4wGfR99abhxVYrys/3wSNlHdbpPWlR0c8+ChL5X+nz77l0oyy1Dg6asN7vdvCJcdLiFwDmSNHjhw5vt5Dkma2FXCe+ZhwcTGi60bPHBS4ugI2G5rZnJ4Ch4cNTk7WEJMXqe+RJJm1kTPqusHR0QplWWGeWf8oMQxTSPjHcUbXDXjrDKgqh8tLJm6jb1dwsKJElokU/7vvKYV8/LhC3xtstxPmeUbXAW2r8PrrdExtmmjKQfOdAVrHHo6sT9tvjCOMGhDNX2i8kfaSYwhrwfouSseMYaIX5XiSbAJKTbBWYZ5nlGWJ4+OD0DJEmC2CRBeuf7ObqkokgHeZ4jw720hGo7h23ZT1JDgTYF8sxiOgUQAMvy8GIPtBoyS5Ugu4y7ABS9CYMlcyX/cBjWSLBu/8aVFVNVarAtZWHrCI/C++M8Lmsh/fiGkyKEuHsmxQ10vQKAwlJYLRBTaVL4r7Lk1VImiM7ynnS9YoZeNSkHWTeU0KGu8rTd1lGWPNbWQ7BfDxUENYrwia4vsTg2yiuIjK7yCXjDceMqTjF5aRtXsCiHQ40JlnG/oypn08U0ltlMYKYI1GTAJu43sf14/10XRQFSMreOOicRxDbThrKZvkOaTno/X9XKUGsvBjj+yytPGJ9bDyzscaR+MVEzQeA9q2wnpd+nd2Do7Y1s6efSxQ18DhYQ1rNYrCQA6u2Dt2Ql1XWK9jfbe8Y6x5N/4Qpbp1z+TIcVtkAJkjR44c74JIDXGkb55zNAehTNV6+SbQdQ7n5warFXB6WuD4uMV63UDs4smgMTEiOJvg3IyqarBaUbY3z6ylocU9WU4mgfxzGEZcXQFvvgn8f28Cx2sCx6oEjo+AkxPKU9uWzOdmQ+D44EGB7dbh8nLCMMwYR9ZgHh/XKEuRqtIYZxxnbLejP4EnEwosHVVTYxxAGDFhHaVthyRZKpH+iUxVzGGMl+8aD4yYEJIdKSDtS4yhgczp6TrIVNMay7S+6jaZamockoLglD29jW1MryXtN3jf4lr7jdskqgRIETCI1FDGIywz51Xai0gPO5OAKBXMeG4CjZLo78odnxU0SlJP0KgA1GD7kcKzY7ynGLDI819djTCGoFHrGuu1xvIAQmrZyCQJgC/Lwte3RhOTqiKAj/V2AhgR1i/+GSWuu6AxBXzPUs94k7xVWEa5Lv90vqYZgdES06RYGxv3n0hP02cT0MlxIextfxfPDvIZWH8d2XS+T5SLCostLG36HHKQxd9vCIA/HZt8PtZE6oXhjkhqlVLeJRlh/GTtZjgnbGPt5yHOo7VUQwBiHkV1g8wHidEowZZ2LNwnBHTzPKHvZ6/iUJiNxcFB7feC8hJagkEBh/OsfK2lhjEFnJsh/UPJ2PL3Ul3HumnZVxxnVDUIQ57jJUaugcyRI0eOHF8vkTJKkhwArI/p+xl938GYAmXJWqHzcyaCdQ28+mrt23CUPtmKLQYIloyvm7FomgZN0wJQ3vzB+iTMYbNhqwNrCRw3mxHbLfD222QTm0Zh8lLV116lPHWaaJKzWgHDQOB4fKzQdcB2S3OKYWBvx5MT1jg2TQXpH0lmiU3UHzxYoSj4f2UCHG+qbxQwBUSGTwARE0TnJYjG13byezQKkdo2HcAOYDzonDHPQNOUODmhMYWwNdKGQ5gNqXmLsr4l27Q7PlnnJfBIWzjcxDbaACxF/pnKJuW6uxJVgsYygMZdpkmuL/WfwLLHI+W3NPooyyiNvQ00Sq3pfUCj1Bem4++6IRx4iBGOc1WQBguQkOeRxJ6s+uxBI1CWlQcDUYos7rsEgxFMcp/E2lcAQcKagjZ5HsZ+0Ji+z7uAjz/nvD+PNFWYPGEZ5Rq7LCMPFoprLCNrigGRh0otHgBIiwxhT9P3SZj0KOk24T0Qiaesj0g8BWClLKMwtGlNpzDh6f6VfcS11ZCejzS/cV46yj0u+1PWVySq7MVItpEHYzwEkd97fAYC3bbVHlwWi7kWt155h4WBnGcedjln/DwWaJoqzDtA9Ubfz6G2l/Oi0balN9AhyC9LC6CESNDZpqgI90yl0VLvLqCR7GsRZMI5cjxvZACZI0eOHF9nsY9tBIC+HzHPFsMw+oSqwDjSNKQoaIzTti3W69rLPyXpI+PoHMFZ180ArK9v1HBOBZlqUSjMs8V2OwUJ2TgO2GwMzs+BN78C1CW8VJFj/YaHwKNHTGCOj+nuOs8FDg8Vjo4UhgHeYIes6elpjaOjMji60tLeejOIGU1T4uHDA8hJ/66jaiqj25WpSn2jGOOI9EwkaazdpPmNmOKI5JF9JItQszWOM5wrcHTULHrcCdsSJamRRYzOjEAEFOL2qhJW5TrbyPHahIG7nW2kRFWHxD6afETQSMZHHEDjveNeQxijXNdatQCNUvNJ0FhA3GPF+OQm0LisabwOGiPTtgSN08Q9zvYJZF6ahu6pnDMCPrZdkH6a4oBpsd0Cl5e9n0PWtVnrPCCIRieRqVVhPgGHYYhunnW9BI3xWXcT9OugMQK156tn3GUZef2lfDT+TOr9REIp9YWRZYxznsoeCRrT92ueozOxsLLx83J4YbwhDWWpZakhvi1iziPyX3kG2UvcJ0sQLu/F8lCBv9cI2gRIqrBPpa5WDoSoFojMuLQV0VqhbVvvgqqC/H+ejXfo5TMS8CmwZjYFyNK3tAjry/pZ441uXDCn0rqG1ioAuL4fsR2Ml7Bav39KVJXzQJn7nc+iIW1Kqsr5OVXh94aw1FKDLgc8bNkRgXo20PkqxHsQj2cAmSNHjhxfB7ELGmMPsjkxTJgCQOo6g+2WvRNfeaXEatX6k2od5ITTZH2dj0Xfs16xKBTW6wZNo2GMwjBMIeEUAx5Jkvt+wGYDPH0KvPkWUGtAK0DaKzx+TLD45JyS1b4H+l7j5AS+vknBGDKXZVngwYMWbAWi0TR1SIz7vscwGDRNhcePDyHN1VPG4jpwjM3Kpb4xBY7OxUR6mlgn5xyCEZCAINaRIpHYWc9+al/fWC4kpDfJVNOax+vIpkAAACAASURBVOts482mOPIzGUcEmRFsSD2YGHjcZojDsdgAAgX8iLyREc1w+L1U/llAnG4FNEpyvAsaBRRGeeoSNKYA6b6gkYm/8f3yCs+gk/nhOjvPonO9pM6x6yYPGHjfg4PaGxxpKGV9/Z7y7GvaU5Hryj3CZ22a8hpo5L5aZpGRDVyCxrgX9oPGu6SpN7OMS9Ao9W4CkpYso00+L4cUDlKjmLrGzjNAdjeCo/TwQ8YwTRbjaCCus3L4FN83+H6ey/kRJpLrLvOVSjC5L6JjapxzuqTCS4eVZ855EMDPTx5QyTVSYytpvcI92vczRI4vc1RVJVaryj8DD9s45vQQJNZQSn0hmUcbWndIH1SqKwYYI6Y+MxQsrOVzlKX21y78noxMr9bKH9oUYT3ZHobPOs+UvrIGXA594kHSci++BxFPjpcaGUDmyJEjx3/jkMRf2m+I1JRuhWTlxhHQmu00rq6Ml38C73tfjaZpUFUKRVFBa2EQHcZxhFLAdsuasaJwODxcoWkKGKPQdQIcFabJousmlGUBYwy2W0rSnjwBvvwVQBcKB43DOAHrFcEiQAby8BDA/wvMs8bJifIgzeH/Z+9dYi1LrmrREeu/9z4nf1XlMjZIDwzvGehjEIKeBR0ksBu2kECIDkIgZImGEViGBkKyLGiajwSWEHSQ7AZ0gQYIIVq8Dte+vvB8AflzcVXl55y99/rHa4wYMWPt3CczqypdxuUVUiozz2d9YkWsPcccY46ZZQSOTZPh4qKGczm22zw6v7K/5ICum7DbVbi83IZgaOlemQbBsr43d1cLliyAR5CQqsXGCNYwjhGYPm5yIwmbR13nuH17G44hdstFZpHBehaP8XpkqunXxTYag7lsrm5sY2qIUzyjRDWPgOUU9IjpJIORIc89iqKI12dM9BI0iikSGEoD1Ke5pz4raCzLPPT4ExtFEElTIw+yh1lgeCRhHGCSwQrjOKOqsGAl87yA+jSKZfQekcUriiXTGO4iMtECSOkcpszlKWg8rWd8VmnqKcso4xk7p0/ABgFJXS9ZxnGckQJESUTFZpvskcdmQgIR4OneEdrY0NyFz7BpSjQNw0pjCOXaumQZZcqTJk/MPMnHPSX5eFpHmdYxpow29wxbaEzTAAK7KTzLMYLj7ZYSVf4c2UndBwFshqYpAgOYPislUGwvCtDqPUTmm1L7oijjPHRdj2ki2CP769H3oZ4UCCZL1saHDKjawnCf8T2+BI1UmzCBovmZpjmYH+Uoy1PQaO1EFnmSdbyJ4bC6sK5jHetYxzq+4eNxiarJHLuuwzAA09Si72nikmXs3zhNE+7ccXj55QZFUQZJFp0wad6goJqBOeVVwG7XoGly9P2E/X6Mkqeu68Cm9w7AjAcPegyDx1e+wvPVtUNdqb8hZapsYE1jnLYlcLx7mw6qZL6mUANpxji7XYEsK0Hw59G2PaZpxm5X4+KCtZdpK45lbdQc500SMDEUBtgscJfs0Xs23GagJ1BpgIpghgFs13nsdhVu3aogmar1fVvK9Oz6TOImdk+B7tNkqqrRMgMdAzViO012+rghjkCjZITGVphhjACBMWCU7BI0spYQmELwO4TjG7uZgsZTILo0g1l+7VlAY98Psd5Mpj/sDclzVlURTVH6fggskoGnFDSWpTGNrIejlLKqWH/Ga1GSQRJhBMCZLUDj6X2lTPFNoDEFfTYfTwaN5wxwUpZRLLrWmljGtJZRczxNPuwHH4FHuKKwJ3JI9sh2NLwoGSGlDCtr8MwYSSBF16p9RmmlhyUVTllGF/eX1k+asEnZQtsHDnJXtp6tao3i0feqvTVX22miWY/qDXmvugclSWz/Nk0ZZNxZYPTSvqx6BwME7WT4KQdVX0+ruZWDLAGqD3WNU6wZLcsCdc1a46pif9ppEoPJY5RlGSSnWXLfXPPzPEHS3TT5UVXnmEb19RTYteTHOtbxRscKINexjnWs47/BsMz/HIM5BgAT2naOYHIcO3QdQs3XiIcP6WR6716NqiqikYecQr1nfSElXRP6fgx1PQiMY462ZYuPLGNQIvaxLNlPrG0HHA7Af/4nQeF2C2Q5r/nigr0jvWcbDrKaQN/nuLhg8DeE9hZsdJ1ju2UN5nZbgAY4HuM4xGbXl5dNZBol07qpvvGUuVvWC8rcQy02NIesfRKzomCbwIjnOh47ABkuLkrUdR2fCxkKxGsgOLM2HKyHOte78dnZRmMcgZvYxpsMcRRk6hhp7VjKnkmuOE0GGk0CyPpOgo78qaDRwJPWcjjLGdCYsqm6boFGBdxZ6IunYF6yWDWVVyAs5qdtR/T9EKV6RVGGgJoBNmWpQJZVYU5SICdwQyBSlnlcR7qHlDEU+2egfdmjMTV7MTZ2Kde9af+nPxu+GllGJQecQ0wEPY1lBOzadT9aD+YYqx6mDqqP1H0DagdEVo/Au1i0pRHAS91KbS4Q1isSEyOE86v1hE9+z+TV6oEo8LTc/wRqlN/TiVRJhHH0YX/zupqmCIkjYBx7OJdjHAcIABZFhqqqQvJAvSPnZI26MJ+IbCyBm1hqtUAR2ER4z/J3hmHEOLKekTXdGQTmeU6PoZ9wPE7IcwLLVEkgyTlr1CklZ92ng8ycZPJk63YJGrXnU3Z9mti+aR3PYVg+7FtqrAByHetYxzq+geOUbcxz1a54TFMf6gQJGoEReV5gnke89tqM3Q5497s3YHuEPNbbMFhjPRKZmjk0uh6R5zkuLzeoqhxd1+PhwwGq6zkcRjjHQHwYyEbu98CXv4wgN6WL6jgC73gJgbkj2+gccH3tUJbA5aUMMzy8H+FnoK4rbDZ5yLxLqkopbdsOyHNrxeG9Nd4+BxxTt06rQxJLYn0KFYDTVZaMgwC26qLM4MPF1iR5nuPOnV3M7BOwEHSZTNUkdKcy1ZvYRmvXcTPbmEohxTYCCtLzJ4JGurz6yIQqqjEAwb+N2RZAEgPF3zGwmJ8FjbxX4M2CRjlbyiE0z4vgJpvF58r2AzyOgcYJbevDeibIoHTS1oHuIcvKeK3LdinGxNh8iZWz4F1zkoKw09YeKVN4KuG9qZ7xnAGOfldGTAa25sjgPYll5LVnkaHWvSopsmTYNb86ubFSZIC5P+qa7xZK2+3eCDoR58Tqjq2O8dRZ15JkJjs3l2JjL88x6nL9NXkyQBdkyqvbtsc8M6FT10XY93MEePw3kGVDrHNV8saePZ8xr5NsNVuacC/wWsbQm9Il1+tDIkbmNTO6bo7vGjKNWWSOyW4OYO03UNUFLi6qCJb5zKfgvDpFVlNzrfcPGVk9g3Rv67lbAkE11EoSOXd+Xa5jHc86VgC5jnWsYx1v8UjZRpM70qChbadoTjKOPfreIc/ZLmK/B+Z5xO3bGe7caWIQQQBE1maayDAqkOn7KcidMlxebpHnWQCOPSjFklFOBu+nADppjPO1r6mBPAPDvnd4xzs8NhvgeKSjKlt3OGw2DvfuKbsuUOWw2VTYbhH+3sT7b9sex+OIus5w+7a14lBd3ePAEVjWNwJpvzUF3vwZMreqoSJIlETMg6xLHuV3bTtgGGZstyXu3NkBEBC15uICjqcyVZ5foOlZ2EYd6zzbKJAqFkn9+FJQcypRlbusNUK36zKmZIxAlfOMGLiTcXkcNKb3aec/lWO+cdAIsE5MAbrAG+CDURFrMAkyJhyPc5C1EmQ2TQE5U8oFU20T2GYD8XtyzZQsU+60Ak7nTYxsPCtofOMs4/J8YhkF1KqKAFmyTvVylFmSQJp6W+r5EHwqUYAAGA2gOUfAyHpqj6piLW1VZVCbD4FZuZrq3lVLx/kx2be+Jkm5GTg5kE2VWylBD9cb4nVxbc/xGGLKvacTMh2RB/T9jHnuYtLGVBcOaW0zQl2y9Wu0NjucI4Byba6hus6R5yXEPhqr70OiTomjMYI81lAzAcR3Wh3mxYUeoXOU/lJqWkZZeVWQ1ZUsm8cz2SznwdoUpUyj9ja/r/prH/ebCzJbtv5wJ+t2Hc9trDWQ61jHOtaxjq/HULCS9smjbEwMi5k/0B1Vzaodrq89isLj7t0SZVnFzHdZFlFeyN6PfajvA47HPgQzDrvdFs650C9vguSLfU8pF3s4OvT9jP/6L2C/R8yWty1wceHw7d9uLNB2y6Dr0aMMFxcZ7t71gclRk3LKtfK8wG5X4oUXgO12EzLzfczO373b4FwPR+vtZgGUAKmCYIEasYNsHeDABtusDRWTxWOKmcohF9P9vgPgsN2WuH27jrVV1vSc4EospQJ09cRLZaoCZ6cgT0yPatUUwKVOnwKfafsNmmo8WaIq99PUMVXHtj6Qag2wvFbWzmZhTkucOsam7K5fYptwza8fNPI62cOOwW4VwQNZmSnKBMsyxzAMaFver6SDVQVkWRGBIWWrZQS94ziHfaZWJ2TO1JNSgFHSP11n2nLl9B5PTXBsTwPPChqfxDLqvXDKMkqCrnVn1+2QgjOTqhpoNAbcahlNzorQBoXHLksCmro2YCWnUl53Fq/d1rrVr6bvtjBzYf1ZMoPgDnCuSOZyCWZNqukheaYkrZxLJsTGsQ8SXh2XvVvFQHuvFiJsw0MDJBclu7wuOaoykVBVJcqyjMB9KXMtgjJEbrMEjt6TFZ0mlhRQCqt61bT37Byuo4gg14yDZgzThLbtYjJICUW5ueqZ6/w8JxNCZZnFPZQ6NfNzQTJj+7r+NmnrOtbxxsYKINexjnWs4+s4FHxa43UFqWydMQxjZB8PhxkEPgwYh4Hy0Hv3muAISLMFBsxWQzNNPWRP37YdvGe2vWmYBd/vCRyrisEGz8tWCOytCDx44HF1xUC36wE/Ezi++90MrJuGGe779z26jtfx0ktqj+FDJj5DWbJ3Y9NQpso5APb7Fn0/oaoK3L27gRpuiwkSI6uAGUAS1FsAZUAIESyLJaBczQUgKzOOOQAPBpp9P2K/75FldH8ty/JEhrpsw3EqUzVH0SfLVJfSsfNsoyR2aQ9IBe0pEF2CRgs+FdCbaZCP8jgF+bYGgbTezTkDjZp3gfHXAxr18yloZJA/xZYorN1iEE7QmIVrZa2lavnKMkffEzRqT4g9cY7GOZIfGlOahXPNsQcl678I0Jb1onIFRXyuKWjUM0pBo9absXxYrINz+11r/hzLqOMACMyUJMPGMqbtZ8QgiaEUKDPQ6sLe1/Wna82YplOWsSjyYLKFZM+5ZJ+5eM60Rc1Slipw4qIMWQkW1jG6sHeXiQldt46v1hcyp2EdYhZAUoZxlKmSD6xcFkEhHU8J0OZZ0laxpTnE1qoVjXNq+aK+jhlkvjSOXbx3AT21TGJPxzncL9tuVFUW+9RK2sp9pySNC8mgOibIOJ808hFzOCzUAT4kUfIkKSD58RQSDAiO2D7Us7sAGsmgSsHA0gZTR3Cd6Bmw3nIdz2msDOQ61rGOdazjzY40WEqDQWAOPeokrxpiw2qAgIi1jsBul+HOnW348Kf5DKWqqrnx6Hs2ue77CX3fh6CmwHZbYZ49Hj06RkmV9y70cOQYxwmPHk24vqbpzTwDh5Z9HO/coSGO9z4a5BwOCI6GOe7dk+RwgKz3y7JG0+RomgJ5XoRgckLbDnj4kEHwvXs1JFWUFFRBqAKlpYTQPpTNbEayVhelXpLoqkH3MKg+Mw/mGjQDurpqUZZFmFcX2RYFy2JXUpmqHBoFGE5lqs/KNqZB8ynbmNY2mqxOLAeiocg5uaTVL6pGzNah2Af1hvQ+i4HsKWhMgU063gho5ByM8J6tCfK8CvfoQwuZCXK2LIosGDtNAUT7kHiYABSh3oy1aDS44XNVWxWCIQNCmheZiqTzqueX3uezgEb9/0mgUcfUcU5ZRu5v9eG0+jTWKy9ZRqvPM8OTFPyK7dPvSdKbMttyMx4GHxg2h6apUNc+rvs0KaHft2tXXSXnMmUZbf64D9Uqw4yb8sXaSNkuA+LW/iNlUJlQoVzV1BgzqoqgkWtLMswMWUZQ7P0Y14mBcDuv6sTzvEwSb3Jz5j0Z00cFwzgSNCIY96hfbVlWSRKALZBMPcF5kDokZblVh566QmdZ4E2d5PE+nN9caHltttbons06WOey8A7ku7MomIgwpnJaAHclK1Lzp3Ws442MFUCuYx3rWMdzGkvGyIJHAoo5OFuaEUjXTUFGytoe53JcXDjsdk1sCF0UWZBQMSDrujEyb2yJQfalqgrsdhWGYcKDB8fA6BQYxxGPHrUhuJvw6BGDqqsr1jlOE3A4ApvG4R0vGmC8uAjfO2Ro2xm7XYHbt1UDRGdX2vjTWXCzaWKAzXqfAX0/oWlqvPACsNkoC2/1WQaG7N8K2FmTKbmVT+qHsjB3HmrUDSjgtTqoosgwjjOOxx7zDGy3Je7du0jYOGtyr3+nDpWSqQoQpixh+qx5TUu2USxGCswkVVbAf84Qh6DT5JJi2BTgGpOpNgFjkHdaTZTMQ9QvDliCRgOVN4NG3dOTQKPkhsY0Uj7sPV11i6IKAXtwmhxUiwZUVYauG7DfC0jOqGu2cXFO7TZcaN9RQpJrGaFUlQ/9IFMzJXOJPQXjBI+WkBDD+zTQeJM09SaWUcAgXdd9P4afo3tmWRpgpOlLah5jbLHMX9JrkHPpae2g7nUY+G4YBqCqVPdHUxpj0Y2JTRMSJn9OnVvFPpp8U+8zzpUL4CmP13G6N9J5sYSLnoeYaLLmrFkdg4x1BCWmlMMbGOPvDsMY5tajqkpkWRHBNn+mQFGwh6kNl9SIkuXU2qlrmg8NA81tpmkK+ywLiQ4ytgLfVpcMSFKf5zmaJr8BNPpk7m1+8zxDkRWQS62kvNyDlljgO8kFyWqOaUJM1lCarcQUazOT1RpYY74TJBUHKNtdx3MaN7xH385jBZDrWMc61vEmxk1sI+t1ZL3OQM05BIObOVjNMxs8zzSbUX2jcxm2WzJ5kif2/ZjIYCl/nSYfaglrHI8DXn11H+ziCxwOLQ6HPgZL+z1t5a+uwp89AA/UlcO73+VxceHR93Ra9R54+JDZ8d0uw+Ul+zbKFp69IUtstxnquomBlBq/e++x2dTYbhtISlfXxWKu0mFtJxAkY8bkEDhanVzfU37Kvmku9FjzkIMnZaoTrq6OADJsNiXquoogUMc+J1PV9wVATmsbgbS+TMfBU9nGtE+f5HM3SVTlCrqsa1TtJ2IwqtpHY1IFDjKoefs50GgtLB4fBqi4xm4GjWME9DQfYRPzPC9RlgXyHJFZZ/sHBrldN+BwmMI8sfE8a9fyeE9sfl5Ata6qi2QTdQMJ3Gcm6U0BynnQ+DgTmYLDZwGNKctoex8BYIXZmIyt0n2TJeK1qLWMWi8IMJj0U7V/9m4xli6LDKyYQLGMgENdOzRNjaZJDZIAggirhbS1vVzvj9cyGoDRHIo5Tc10zgFHgSznVOu9rDOd5ymY4AygKmFG17Fvo3Mzqory8nTfEdzNYZ/nKAo9SwRH3gpVpb2XPvdU6eDCe7OEEi5Ufozh/qdQL+1iogfQfpfzrB2HbUCKM6BRPSmNGdba03OM9bZx7j3kXk2g5wNABLzP4/yql6n3WUw2yJwI8HHvIMj/5WKLWI+5rMFexzreyFgB5DrWsY51vM6xBI0WiCmwFeOoGrA8J2N3PLYYBmC7pRx1nlWHQ9ZMve+yLI+AQYGNmICuGzGOE5qmwmbjcTx63L9/jbKssN1W2O9bPHzYoq55nW1rEtTXXgMeXgNlBlSFw8sve9Q1gWNRsD3H1RUDystLGuSoh+IwEATVdYXttkDFSA3OkWVp2xFZRrdVSdjMNRCLwDKVqap3mthHuRYaOCKjQjdOsiZiUjhfDnRMJJDb7zs4l+HiokFRFLHmJ2USJVdLay9PZaopcEwDY8V8Allpc/Q02E2lrqd93XwiUSX7lCUB3RLIyr1R96B5EZjhr1kfuBQ0qn9gChoV2GssQeN5prHvZ0zTmLDAmkMZ4ZD9E2iUhJigscd+T0OoLAOapgrPT46heajF0jOyvoxFAWw25QI0Kqi3/pbPBhpTls328dPrGfUzBjyXLKNAPb9N11gxrynLKPZa1yO2iCxbCnIQ3DO5N8gu2+j7MYAvoGnILjdNEZnBlGXUmk5rFvXMVcuo9S61hHMGIPWMT6WYtvbS9X4K6uUqiiSJRgm/5NsyxZlnSvGzLMfFRRHBrvZm1w0RkEu2aYkcJhecKwMTqJ9BOIZdl0D7NJG9lyJAclGZLdHsxmS1ShIo0cM5Lxfry0Cj5tEHxk9tf7LI1qbrcZ49fKzndgEgS3JOebDWh+0PKSTSmuosgkY6uc7xPAKrkvkXRb7YB+t4DmOtgVzHOtaxjnXcNPSBb+03ALWWoIHCFL7mQtDIgO/qqof3Dk0jC3jEWkHAB9aljEEOG1EzQ1+WPC+z8zM2mxplCbTtiLadQva7wvV1i2GYUZYMiI5HXnPbAl/5CvBwDzSFw+0L4IUXKPdU0DrPwKNHZDbu3PG4vGR2vusohSqKAlVVYrcrkGVFDErZ/mJCUWTYbstommOSSWNlzwFHDZPgmeGMsTJAWQqccD5StnEcZ7RtH2vlbt/eArA2HOZIahJU1W2qH5rNw1KmqmtI2UaxGAhmFwJwCkIlPRTIWTqSjkGa7CAJomR5xo7SPIbBLYNPk65ybSlgNNt+C5RpRAKYgyfnOwVVtpbFIC0B8HnQiMCQUEJXVVanR6dVJkpY09jj6or7wTmPpqkwzzkAHpd1i2UCkpWEyUINm7VxodumgfB0vejeUrZL8uFT0KhnrHEOND6JZdT9A9rrVhNnbO+SZRR7Zc9Hz3Tp4juOU7w+1eGliYCuo0MnW0wATVMHx1SPlE1P6zlTVl0g4xzLaAkE3aeZOaUjXZ9issRMitFSraRklLo2uTw7NwXWbELbjpCcm/J2B0pK55h8M/dcA+TeE4jVdQU6LnOOqyoPyaWl7NYk83JQnWMyiCASkfWnyVgelR5KcohplOmOJYr4nrZEgRnWCHzSZEd70UXmWO8L7wGpfVW/ae2K5nAuuU4LWNp+Vj21JK6W7NC98x0l0zUB+dN66XWs4/WOFUCuYx3rWMcTRsoypvVpcvyT7IxZdZo6jKPH1dUhsgTbbRUNUeqaYJEyqiy2IJDxw/HYYhwRJHseV1c92H+sQFmyPYdzbM/R9zkePrzGNOVoGo++n3F1xcBgvwf+80vBYr50eMc9H9ttMHBH6CtJg5u7dz1u3y5PajULbLcldrsaZFfICO73bBeS5zlu3aqRtuJQsKR6LY1lGwRj7RgsqhWHsY1FwfpNBuk+uG9a9nwYZrRtC1no73ZNBEwpYJjnOWTdl3Vgqil9kinOEngswYUAwJPab4iZSGW71q6E8jYDE2JrxsgGGjt7M2iUM+WTmEYDhn4xP8ZenAeNCkZpQCIH4CLU2RmwLIoMwzDg+nqC91a/6D3bbVBm7FBVFZpmKRd2LovBf+qkKznr00Cjvnfu+ylTm0pTlyzksg6Xc/E4y6hkCve4D4DWZMaAgb+UZVSSKZw5Yf3EKmfRiVhgVXL1acpQlojtH1LWytahJRjs2Z9nGXV/Oj/v0wXg/3g4mDKwBgaNDVdbFOckMSU4FvjhO417gzXRAwA+17ouYlJAbOw4dui6GfM8LVhAvntmAKqHFSgqwT6gfnHNUjQo6UOzLTGeA1TXWFUFNpsyzkearOF7IovJsRQ0Spau5JKSFnrG7E8qlYKx5wRuPoJz1V0XYd1I/sw1pATVEpTOs0ffD3FdUgUgyS6TT9Nk8mi+V9XaRPWzy3Y163iTY7m1vmXGCiDXsY51rONkGHsxR2t2BtMzZMd/ajCS53SGvL7uMAwe222By8sqSE6B7ZaST9X47XaSesoxsYP3DMbnucfV1QSawhTIcwZnNCBhv8b7949Qz7ium3A4EBA8eODx5f/D4OLOpcNm43HrlgJcSguvrx36HkGm6nBxkWMYgMOhC0FLjouLCk1TQfKrcRyx34+hJi3HrVvWw7Esl66lNofGcqbySwLACX3vI7OgptesbST7mecIzKzMMNhgnkYbNMapqjIG6haMSjaW1jfOMWATS6LMPK/96WwjM/ZiSaYIglK28VSiimBiQemaBaliGsYRmOc+ObfOk4PytTyCRs2r6uXSmsabmEYxSwIBKZBKQWPfWxsT/j7npqqyWJNJ0D5E8DkMA45H/r5ApnNlmEu2fanrOshb5XpphiQ6jxIIasNxE2hMx+OSyhRELNm4c3s7rYFMpX4CXARDqmVcsozn2OolaPSRPfLemCwBPJMo8gtqxdP3ApQ0nUqfq65X63zJqC6Zx7R2UmBPxkR6LgL558ZSmu+g+lwxhkp8cB4EzrhWAQIV9lHMMU0dhoFrngmzOqxvFxIRPtTU8r3CPV8jz3VOASPuL4LttM5YbKIPawdh/1EGLDBOWTWZy1MjI4JSHxIYGarKYber8Xhd4xhcV9XqwxJAWrfaaypjSNeQZP0yxpJiYVy4OOcw8leSVNV/Wk1pWWbh/eJCAovmZnpfaK9Nk4N6vkpKnQLudazjjY4VQK5jHetYRxjn2EYFFpKxCfwQ7DFgePToEJxQs8CEzeg6tibY7ZqY3aaDaRaB4zhOOB5H0AQmR9v2OB5nsIVBHkGXJHGsNRwgU5XjUfbzlKn+7y97NAXwwl2HpvHY7Uxi5j1wfQ1UFeVe73pXhqbJsd/POB6HAEZr3LpVoarKJIM/Y7/vMQwjyrLE7dvLHo4A4jxpDvW7af0Vr8NFJkdB9TwjMBmAelnKjl9s4ziyDqrvB2RZju22wnabQTJVmUdIPkqQaMH3OZmqye1eH9s4hp5tBFdLQ5w0wDTAad/XdfC+p1gDSWkawMB8BqCa2CrOqeS8Ao38Oq/1jYDGeR7RdXMMVvV9a3fAOR0GtYtBXIOUrI4RhJRlBZkr5Tmw29Xhmk0CKpZRQ/NkJiRLR9pzoFFsm+7xHInyLNLUJYDUun2c7/8H7QAAIABJREFUZWQLmOWxTllGXYtoCM17WldqwEHPB+g69W4lYCyKHBcXefwdBfkGhsVcaU6sz2N6HQZceT18BgLBAhnnhyVRTCGg86fzTlbRhXOZSzAVA2Mi5R5QFDnqOl8ALDpHsw0L5znDdtsgz+l6yuMXyPMJzhUBOAo0ZoFNA1Tjmz5zSt25D6U2qOsC220R14KcipUUpCkYa0lPQWPfDwk4ZTslTrclqNIkAfv6Iib3yJ6qd+Yca0IJ5rjX6kp9H7MIygkaWReZZUBVlShLufO6YMyVx2STkgN6H2iu9P7S+zBNDKzjOY5vcA3kMAz49V//dXzpS19C3/f4xV/8RXz3d383fu3Xfg3OOXzP93wPfvM3fzOu79deew0f/vCH8Vd/9Veo6xqHwwG/+qu/iocPH2Kz2eCTn/wk7t2798RzrgByHetYx7f0OAWNKXBihneGarGAOdQDFui6Hg8edGjbCZtNjnv3tug6MjR1nePychOPrRpCBXxd16Nt5wDmMrRtj/2+DYEKA2qCDEqP2GNviIHLOE6hNgj44heBf/8KcPfC4TteBrZbj83GB2knzXP2ewRDkgzvfGeFqnK4vp5xONCcomlq7HasYVSgTenhiL6fUNcl7tzZwoCN9ZpT8KT/G2DxMfhUcK5emGIeyzILzq0jypL3nWb2GQwOcV4uLzeBEeE1KpuuoJnsrfW3S01x9PNL6efT2Uaa+MyRfTk1xLEm6CZRNSCUOsoiupfq+2XJui+1r+DcFvGanydo7DrKS+nYKXBCsxq1BmB9qAW5qiFVMNv3Q5jnPMj0sgjAxbD3/RzrUev68To6zdE50HgOFAq8iDE69/1zsfCpAY4CaAOE/izLaPVqQFoTeApuJeXU+pELphh46ymoZ6/5V+/PJcsoKbx+3oC9tYoAllJrS9z4xdd4ftY0n5rwnM6ROdrymssyi8dRjZ6ugfdM4CgzGALBPq5j1UVyTdGRd54lcfXoug7zzL253VaBLZRCgMw0XX1dUB9YLTWPPcc1NM9kIPl+pPSV80FZcNNUybtEbKwlZMoyiyZmmg+1B1G7D7ZC0dqV46/m1MxzEFyWq4ptU6hcUV0pP0P0/uBzTfZuSFL2/RT3k2ouATNHQui7aWY8esfw2qhGUGIhi6x3qirQdRt7vY63w/jLv/xL3LlzB5/85Cdx//59/NRP/RTe+9734iMf+Qje97734eMf/zj+5m/+Bu9///vx93//9/jd3/1dvPLKK/H3/+Iv/gLf//3fj1/+5V/GZz/7WXzqU5/Cxz72sSeecwWQ61jHOr7lRmqw8SS2URl8ffgDGa6vD+h7j7L0AXgBbTtgvx+x2WTYbrex5x0z7wYc27ZD37N+saoyHA4duq6D9+zXVtfAMPjYV28cB7TtCIJYBohVRWOcL3zB4/+8Cty77fCe7wAuL5ds4zgC9+8zELm8BL7t2xpkmcfxSNMZIMd2W+POnQJlWS6C17YlO1LXFW7froK0LIMZ0KTOkT4GVwIgAML1U2rKOWSgXpYuyHAnTNOIsixQ11k4hzNZ1ziEnn9ZMPWxQNg5ubouZapiHMw90WSGqazv9bKN6sWZBumU7sl6P0t+z46lWinK84gIGCCrBjIPDpJ5vIdzNZlvFjRSJss1xTYAWZATFjHAnmcXmEbWmA3DgHmmeZN6SjI4Ntke2ZgiGJNQmrrZqJ4P8RrFmJdlEa8zZc2eBhoNINn3T3/ncZZxOTc6XteNaFvJZuXsi8XcihFPr5NrC3GNaS3ZOcx9VKCw74cQxKvOMEdVGcuYXrOAANkiv7hPWwcmrdc9hzsGsDTuOTeWx7B1Jjmt1nUKtg2A+3ieeWa/RJrSTEFCOYc62TwoB8het+0UHU8tScT6Ua0N1jt6sHejC+7Jc9yDct/V/A7DEEoD5OY7YZ6zoFoo4v0o8cFEjd7rfNeq5pPAbQw9NMWKF4EN5Z+y5LtJCQOyxzJQolMw54S9ffk+EJCVvNgSWtE8J9RTdt0UzLWy8PyUyDGzNiomrN7RObVHSZ+/gUath3TNULHB5MJKQD7n8Q0G5D/+4z+OH/uxH4v/z/Mc//Iv/4If+IEfAAD86I/+KP7hH/4B73//+5FlGT796U/jgx/8YPz5n/u5n4u1/F/+8pfx4osvPvWcK4BcxzrW8S0zbjLEEZOkD2I1hJfb5Dh6PHp0RNeNqGvW/ymQ6PsMm02Boqhi8LXbVaBbKY9NiSiCCQlwddWibXuw8XQN5zzadoZzM/K8QN+3aFtZ/JNJqGuHw2HEP/+/Hg+ugXe+4PA930kgW9fGWByPQN+TbXzhhQwvvlhjnmccDj3meUZZFthut9jt6AKrDPU0sYcjwUWJzcbaJShg5hxZQGmgxQxAnFPzdLG3DrLgpxR1DnKxMrKNLshUCUTU5LrAZpPD+pmpHsiH4ElyL2PpgMd7Nz4r2yiHRHv22YJt5PemKJMVE6EgLgWkZkTE79d1vgCNrEFLgVbqlrkM+s6BxiXgPQ8ap8mBTphucV4y4QJoqm/Tc2Kg3/cD1IqlrnPMcx5ZJwFgsrJWzydXXbZssed1E2i0Z4rk/p5sknMTaLyJZSSIWbKMYv8kPydzZLLU9LhiGXXNesaqp6VrLI8hlpGyVF5TVTFBoO+fsoycL+unaJLDJcvI89kzF/Cy/fNklvHUPMlYfgNQXH+Ia5b34QBMILM6hTrWCbbOyf5zn6guMouusX1PF96ylESV65DvuQqszSuR58v9zOQFn7fqb7mnJng/hH0+xX1eVVbXOE1TUCwgsJcThsEF054yvrtS0ChgmibI2F7G5q/ve0jqKqUEyxQA50bUdRYk/ZQ/G1uZHmMO7x57lnmeoSppYiSQNww9aKClOcgCeORnkt6BOoYPyhRbT/b+EKCUJJuM8BSM2m5cNuv4bzhee+01fOADH4j//9CHPoQPfehDAIDdbgcAuL6+xq/8yq/gIx/5CD7xiU/Ed8Nut8PV1RUA4Id/+IfPHj/Pc/zsz/4svvCFL+DTn/70U69nBZDrWMc63tZjKfVSJnrJNkqCKdBTlgW8H3F9fcTxOGOzAZqmwWZTIcscDocezuXY7SqwZocB3nbbQE3caagzQH3UhmHE/fsdhmEKNTk1BDbYhJ3S1OvrAcCMpikwTewr99prE/7XvwEPDw7v+Xbg5XcQOJYlwSKbYSPI4zK8/HKGl16q0XUzHj48Qj0mt9sau10dPlRURzlhGPogmaqibEpSzNQYBzgFbKllPaWpbCzP66kqF0xxEM136jqL4EQmRar5mWeH7ZaSMrE0Vgc6Qz3mDDieN8VJn7nAxJPYRgJD/uypIY4kqpLkCvBanZFA0xSAM69RbN2zgcYMrwc0puee5zmy1DIvMZdXnVc965agcRwd5nmINY3e0wykaQw05jlrr+ZZdVRZrOW1JukC5txDp6DxlEnUvZ2CxnTY95d7Wc/yJpYRQAzUFczrOfP3svic0zlOGWozyhHTrmtTsgGQXJWg0YAr5bkM+NNrSp+39p4C/7SW0WonJZFdzsFjTehPRnoM7dMlSOVQo3vvxbryuggKp/jM1OMxy5jgYcsRBxksAQXYK3YKCaAx7P0cm00ZmDc9hxJFgbgeydaqfniKc8F9MgfAOobjW3LHezrTErApucN3t9ogDUOGus5Q103cQ2aE48M7Nwtuz3KWzZHnE/K8iHXX0+Sw2eSxhrfrOAfq98nkEJ+vXFO1L3lPiNfF9abkE5894DF5j64jaLS+m3l432it2WeUrWVbRyY7nsKcmpv1NDGZJSO2c7W963gzw+GtqIG8d+8ePvvZz974/a985Sv4pV/6Jfz0T/80fuInfgKf/OQn4/f2+z1u3br11HP86Z/+Kf7t3/4Nv/ALv4C//uu/fuLPrgByHetYx9tyPIlttCbUDC6naYT3zDhPk8ODB9cYR4+69rh1a4M858+37YCyLHDr1iYENARJdb2JDEbfD9jvpwDIchyPHe7fH1DXPsnUM7iQLOtwaPHo0Yy6ZksK5+g4ev/+hM//K51b3/UO4NvfRdBIwML7HEfVOxE43r1bY7+fcP/+AWXJes3ttsZmQ0dVBtsexyPrKovCYbOpFj0cJXVMAZiC3xQ4kg2ZYhaegNeFOirKuTgPQF2r4XwWmTzWhJHN2WyqyGIBxrQAyzYcaX2jgKRMccQgmvTOQIf1rFOPPR8bwOc5DYUIvBQ0mzGQQN7pUJNz1R2JgSDwymOQnIJGY4KWoDEFVprfp4FGBtbAOA6QmYmcLPO8jqBRzKwF4mMINtmfL8t4/9PEwD3L8uDymIV9kocedZTlyRwoBY2U+J4HjaeA2J6N3be+fxPLGP6Hm1hGsS0EhnNg2MwEJjW/kZGMrlGgXeyakht65nYs6/VJSTCBkoJ8sYy67nQtm4QxTTxY/04loQQadR1iuZ/EMqq3oOZFgPBU/mytJ6xOTt9XfSGb2TNpMo5j+Jk5ytDJ1hUAJsyzC1LzIbyHZCxlSQeybFxXrPNFss+0PizxQ3A3hr3NxI6AvGTXltzxYb1mgZGkGVVdN0mSZg6mPQSfVZWjqlx8H6jXZJYVGIYhvj/KEkGO69C2lDtTos3+pZpHgTjAxc8EwEdHYe1jW7OmuFALnnlmSxEBStZkGmOv9zBrPm096fmy5YvAtzGvfCb8oCCLaUZlrM1fG0G+XcYrr7yCn//5n8fHP/5x/NAP/RAA4Pu+7/vwT//0T3jf+96Hv/u7v8MP/uAP3vj7f/iHf4iXX34ZP/mTP4ntdhvrgp80VgC5jnWs420zTkGjGEdlrs0VUVI0a8NwPPZ48GBAUQBNU8UsMc1DZmw2DhcXTchi+9jHTIFP19EuXpn5q6s2NE33IWCRW6FYswkPH1KqennpsNsJuE342teAL/x/QFk4fNtLQFVRpipDinEk8+g9sN3muHePDo5XVzMePDjCnEqbYMijgGPCfj/GIHW3K5HnjwNHMTo2R1kC4Hgd6gU4zwO8LwKzyAz9NA0oyzI00WZQV5Z5COQmyPq/KHLsdqxvTDPyCrqeRaYKpC6wZJ1Shg8wIxSTl8rEZylRpZTP6ihTFkxzdhNolOz1zYBGk2TafJyCxizzGAYDjWRSWLOVZXWSGHFx3gjYpwAgplCPVgQgUQTAqRpWsYoZ6lrXl0WQxH59xm48K2hUEH36vadJU60/35NZRjFzAryn5jfL94M5jkrKm2Wq3eWckqnM4nzJ3ETtSrg2lyyjSbu1frC49pRllAxRRkX2M8ZiPYllTGWpaWJHa0X3xnMAMp8x0GPybslBCYpzAFY/6JwYeBfXAN1J+yhVrqoi1CnPoHTfI8sKFIXcVIE8LyJoE2hOWWdJLZVU4j26AAgrFEUemUaBRgFbvmPLCIhkhqMWTJRuc+2qZQyBMNsTdZ1Hlg1B2sznqpKGssyx24llNOmxpOtSZ0j9IKMh/r7tJX6WzDGRQ6UK3xVFnkf2Mu0ZqR6OXI9mTMb5UvLHh/fQEjRqP3C+EeqwdV3Wvmgdz2n4p//I13P8wR/8AR49eoRPfepT+NSnPgUA+I3f+A389m//Nn7v934P3/Vd37WokTwdH/zgB/HRj34Un/nMZzBNE37nd37nqedcAeQ61rGOb+qRZtktMDTJpbKtysxKKlmWlGvt9wcMg0fTOFxe1jHwa1vW2jRNgaapME00c2iaKgLHeWYLjGmaIkPz8OEB3iMyhbRYt6Bymibcv99iGICLCwZWknB+9avAF//TYdcA3/kdHkXhURQm0RtHoOuA3Y69G2/fLlCWHoeDx/37RxQFJagXFxtUVRHkaAAw43BQvU+B7TaLwLEs88jsqfbMAJtki+pXOIUM+4hxJICq6wrTRLOMLGOtUVFUERywBon1onRj9MHEYlnfKGmxAmIDjgI2JgE0t1CrbRTw0jMHLLBO2UY5gFpd4xxZKAIJgUZeG6A6MTrWSqaoQFs9QA0g2Fp8M6BRP38KGtlEnXK7qhLIQfiaOdRKqjdNQ6zLozMmABSoKtUtZjE4lSSQIChbzC0D0/ksaNS6eT2g8fwetrkzcJQFFmmOa4QBuQ/rQHNmfQ0fl6WaNJjgByGpQkbVQGTK6pAhJ5sn2fWSZdTasLWGMKcGim2dmZQ1BXupAdOzsIw8JpJ1qvu0/ZDOe1p7KiMY1htPUNsY7ssp7LEhyiAFGFm7iaAW4N5nLXUe1z7noEKWzfC+DPeZQ7WRBmrNEEdOwwJd0zSEBJXcUY2V7PsRqYMq3z3FwtyKz1b7XLWcctD2wcCI88i+p2MwzDFjJDrXan9bG6X0HaO1zvlUkpLMKfcTv59lct/Vc88icAUsqWXvO70fzDxJ65egmzJ1Xm8WASVdbflu5/wDYiYN+Ho4l6Ouy8XaWcfbY3zsYx8765r6Z3/2Zzf+zt/+7d/Gf7/44ov44z/+49d1zhVArmMd6/imHOfYRpll0D2TH9YKXueZWdmiYNuMhw/ZqH675Yeqc1OoIxzhXB56gpUYhh5Ahs2mRlEUMYt7PPahLo/B5n5/DMEEAzPW+xFkUM454OqqR5YBFxdlDOLGccSXvgT851cd7l0C3/OdCrIYKBYFaxuHgXLZd7wjx+VlgbJ0uLricfO8wna7wcVFjbouo2U94NG2DAizrMTlZRkYApOASrIFnKtvZHBsDb87eF+iachOtS0ZyLKssNvlkT1RJj1tpE2QXqBpFOQzQCLYM5kqwY6PgVYKHHWNwJLlSq9VbpcEu3OQ3ZkhDu9HEtU5skjWnFzri0zjOCIyEzL0UE1pyjCloFFfEwjkeNyk5UmgEcEBmEG1GE6uKTInYpjU4sPFOjSakNCZUs9W8mHvEY8ht0wDd2K/BKLINOZ5ERIZp7JIGylo1D2mzPJNoPEmllGMjQF77QfVhqmx/HmWUc9QDdUlIaQcVNdvTsLaC3RczuIzTllGMawC2AK4p+A4ZRkFrpfMYhb39xthGVNjHxmvKMlkz8DHf8sUp20nOMfWLTwmoN6FfU8nVT03ytAJUqbJHI6rqsR2W4av83xZRtkwr9FAo5hAkw5ncQ4lTx2GEWZaU8aElvVxlGOpWhzlqCrrjyrQSEWD1eOyx6SSPUDfexyPPVSTKddX5xATSimQU010amZje1bmPJI/a42bg7NAOYGkgUZzvNX7NjUj43FS0KiEZ5aRHSaYF/OoNTpB0mOrFzf5NQ2GLDEj6eyzyBTX8QzDA9/oPpDfiLECyHWsYx3fNOOcIY7VM6q+I2WeWBdDIxeHR48OGMcJm02BW7cqKAPPGpIJWVYE0FeAki+Py0vVA/CDWfbx4YpwOAyJCYt6m7nwQd3jcBjQ92wcvdlQztX3I45Hjy9+EfivBw7f9gLw3veQZZpnRLlq37Nlx3brcPt2jrt32adxv5/Qtsqe17i8bAJoctH0pW0JIoqixOVlBdYfmUyKWXWB62XfRDF4BFFst5HnBeq6wjwDXZeyjSXkSCq5ZN/L2RPw3qGu2VweWEpjWdvjkmtITXDkHGhso67X2D3EZ7EErgMA9VKrIGmwyR6RBF9praHcGX2UddLu/2bQqHtKQaN9z4CTgYFnB42UuuXYbnOYRb8a03NuU9Co35cRCYGQrsmkl2RyeF2q1VTgOwwzigLPBBrT5ykwq6EANt27Nj/nWUZz+fSRnRHLqJ87Z36TXp9YLVtbPj5vzd3p2tFaMfbHfk/7QM/uaSyjD4y/9oSxjTeD6fQ+UjCYygzTd5+elb6umsL09wEE9m2M64F1kXkAkz26zpI3XKNZTMBoL3cdgtNzE9ej9Q+d4X0RJOo10rY1BPsZ6rqIz0OAqO+nkNDLQ+sPA4RdN0J7R3WoTZPHGm2BUvZqZI9FglYpJ7KQKCDLOE1DePd5sG1OAdX5putefSqlcKBBkO1nlQAoOSdDqrQnLtlGa1ujc6iGlWwrkwo37Q+1B+L7ZIIULJLzFkUeQPIc3vcj0r2lXpNKwOldr/2gPcFEyWPLcB3reOaxAsh1rGMd/61HWlv1uCEOgiGIC/I8+5CW21zfD3jwgG00miaHc2Vkx/IcsVZF7qPjSMDTNA1kIMFeZ0OQbbJG8HjsIkOS5wVu3SrgfYZ5HtG2I7quxzDMKEuH7bZG3w8AJjx44PEf/wH8132Hd70E/N//l0ADQr0PZaqUuLJ9x4sv1hiGGY8eDchzusQ2zTa6wrJH5ByYQgXgObbbMrCmWWBOrfm5AnirATTHRe8RrPhzbDa0yW9bmuKUZYnttgrgS7VAc5CEkUliLVUWwLi5RqpmSYyKnmv6f5OpLhtop4G31aMZ26j7pjNikYASA426Xwu4AYCgUYxDWbItC9fQEjSKrdI4Zd1SVkug+CbQqJrLc6CR7V3yEwZWEkQX67vYz3OG9zm8J8inA6gYsiz+HufJgLauiSDjjYPGU/ZtyeIaOF+6yxrTaNJUYwdtbVGiq1566XFTltEMh0wiKXZM16Tr4F5G/DkxQykrKWZIa5eJpsdZxrSWT3POe8hP7vU8O3GT+U16j9ofljAz8xaCdjl0mvRWjrxFQXaNc8T11rZDWH98n4ltLApjFcexh/eUSLPdjgxrsgC+img8wySRDz1EXagRNaYrdaqd5zFclwuO1S4CTkk5eU88N8GSZKwT+n5A3/O9TWMnhHcf4lommz3HNQ/kEQzKFEnvGavFpvx5Wcurd9IcDHgQATSfRxbrRFkaIBmynI8tMZbWPWoN6RpkbGUGTh7Wa5UOtwTAMnqaY+LDkhrWUkjrnKBR7WYIdpWs0nyt4zmOx1+Tb/uxAsh1rGMd/y3HMoBiYJHWM4ptFKvCTCzNEuaZbOM0AZeXBS4uNpC9vAItHa+qSqhvXl1nuLioYoDPvng9hoHZdiDD4dDieJxRVZRz1TXdKvv+iLZl8EWTEjaYHscRh0OHvgf+9V8djr3DO1/y+H/uesjFsiwJHruO/799u0BVOdy7V6LvZ7zyygGbDeWfm802ACQCR0r9Jngv+/wy1P+o1YKCCWMuxOYIOPY9XQbZ14xOs5sN+0cejxOKwmOzKWNQlLJ9BI6Sq82o6xybDVlYuRMCiIBdjCLBjOpSFfg/zjYCFoAb2+xi8Mn2IAjNvs3dkTWrJn9U3ZwCcZoemYOrSSMNNFoQaQmLm+r73jhoVK+3Ak1jz0Q1ebp/Mss+BNGshWRQWUKmJZIPpiYhkgPr/k5BY1EUi35wbwQ0pns2PQaDcbdgGXluAYZl30PJccmALY+b1pE+7mwpKawxh6fJhnTdUuqoID01Q9G1AmqjcJ5l9BB4S82WjK06DxpPWcKbZKl6R+m9J7kj58aMpZQYMSY1C4mACjT/mdH3fVgzY1BZ5GCbmRrbLUEgjWTY57CuHZqmgUCoTH7snaK6P7UgMnmq2C7Ax8TeNA0gi2ZOzKppZb9E3ae5AUsZME0zDocj2NfRBxVEFt6bczifQC3ZSraYySP4FIAjcJog9QpBYxmfq1r1SLkiCWyWaT0aQNcftT7RvGiP6Rlb+470HeChz55opBRNzsSMav3ZM1AJhtZYahCld4aSGbauHKznLeJ60f5Z+0Cu482MFUCuYx3r+G8zzhniiGlg4EsJET+sGTnSap6OmsPQ47XXWuS59RNUdlc1KeqzxV6DzIw3TYm6poxKWWXW7mThg3rCw4cd5pnulbsdpajTlOF4bNF1Dn3fwfsMVUVr/66b4NyAqyvg3//DoRuAd7+Tpjh9T1OS7RbBHIX/vnWL2fJbt0rs9yMePmxRFDkuLyvUdR3YAKuRUfae8iQ5oRI4SsqnAFtA3NxIpxjMdF2Pvgc2mwwXFzW6bsLxOKAsc1xc1FGmlcpUhwGgTNXkVdttBQNOCt4llXQx8E5lqpKK3sQ2ijWlHHPJNpZljs2miOdio/Gl+yHvXUGhZe/Fzuja0nqg1OQkBY36/02gMXXeFFgXOyNgO8+szwXoYrrZ5Amb5oKUksdjjSxrvAQaqwrI8xLq0ag1qqBRQXOWkVVhI3sfJHb+RtB4EyNxer+n7UzOsYwCdqkBjtg2qydjYE1At5SlnjuukgyqQQU0v2KtbO6VaLB5yeK5EV2YPQTOxOzq3gwYp4G+zpHF8ws0Ggh+fP6MpbQ5Sfdk2i4mZUv1/kuBplqvsLWF1WoK4JA9nNH3HaZpCjJVA+u73QZVlQdQQqXEPI8oChdMa/KwbtlDtKrIgqleTtJKySFlECXVBxNxCNc4oyhyVFWJsixi8k/tT8SWZVkWWqHkENN4PLZBSk2QXtdkz/ueIJfsI987SpSUZRHk5kr+AcPQR4aWNcxZoj7Q+9GULSZdz0JtrfVW1PWrVQ77xbpkzqzmVbXGWh96zqby0HuZzzUvVBupd7MPCdE5/kwqibaklhImVgqwVJekzyZNHCKu4XU8p7HWQK5jHetYx1s7TiWq+pq580n26FCWdN6TI2ZVMfA7HHrM8xTs5Ot4PBpD8IOWbGOOomC/L++BzaaOAQAz9KoZovGAzHbUx1D1NsPAGkSCzQHTlEVmo+tYx3J9DXzx3x3qEnjpRTKSxyMB08UFQSRBm8N2m2G7pXRyv5/w6FGLsqxQVRWapkHTFOEeGMBMk8fxOEbZYVURDSgoO1ffqOBYdTqsb+oxzxl2uwJVhWCKM6JpZJu/dD3t+wmqH/J+DMBRrqYeac8458QopozL0hRHAc7T2EYycGQN89xFiapaiXg/RTZX8lfJiRlUTwFQIErVng4aDVQtmTdrkXEKGm09L0GjTC4IeguophZgzauMQwgayXx33RjYSoey9CiKCsAIBvaU5qkNgALYPM+DhFLOlz4yv0VBearu58mgUQzk00DjeZZRtZRkVFTL6IJckMc6ZRmX7wLVz/rk2ZgMT2AyfT6pKY9YH6uBFOCcF6AvZRkFLAQ+BN6cE5gw5lnnPgcaX68sNb0HAQtjVrXvhqieELixeyK7pmTS9fUBw+hQhoQOXTdVt+jRAZWTAAAgAElEQVRCja8SZxmKoorrk3ONABrVcN7Fe9IcqFSAa8zMxzhnlBzvdhsAcwBDUwQ/qlMUaFRdZNu2weWV99g0GYZhDtL/DHUt0yclA/jOKssSYivbdgjJlyyueTF1uge2s7D5JrvpQsLF5LJ652h+1RqmKKooV00ZRfUKTZOf+luJPLK5JnE1oGn7hXvZes9araStY72DUpm0gL2SduM4JYkRa09i6+1bD/Cs4/mOFUCuYx3r+IaMU4mqffghsFwDpontNiRbYp3IhKLIMY4DXn11QJ47XFyUAGqMo2pkDMywPpLBhMAL628YnHXdkAQJ/IDd7zsMw4TNxmG3q5HnBAJ9bwYt4zgmUlbgcOCx7993+NKXHaoSeOc7mNEeBoKX27cJIp1zeOEFBgAEjiWur0dcXbWo6w2yLMN2u0Fd65oBOrmq8b3DZkMDGwBBPmYBNAMX1ZS5yKpyzkccDjPKEqE2k8CwKPLA2soQx1xRu26E3AIpD2XbkiwTcLTnJ+AoEGD1jGmrCTOTENvonAs9ItWEO4MZU/AeaVC0lKim5xDTKPMM1TFKzpZlSAI9A6cp+BDzdBNo1Po8BxoZRCv5QQdG1mVm0YzHQJlDytCN47AImPN8DskN9tIrS4csq6FG7gz6ZSyzBI3DMN0IGnUvESMm+1Eg4UnS1GdlGSXxBFQXdzNgFFizekLEdaV9bzV/9oxSAGYGOMv62hSEGrA0CbfYzTSRwestFmtDI000aJgE0hIn6bydylJ1D6nL6mmygqwzGTI2sC8CuLFaZTkNt22Pvie73DQFtlkB1uL5KIEchiG036DMXUAr3bNy7EwNighqs3j9aRKL6o4BrJd0KIomMqGUy7oI1pgAzCNTNk0Tuu4YDLeU3HGx1jrP1UJpE95dLuwjmV/pHdwDwaGYQN/cbiWzDTMb142M1gQcvbeEld5jYvgEGpX4sPpbH+dMdYUywNE7SkZiAp9SPKT15vM8YZrN4GmZkLK1yzlctv2wY1niBaG9iNhWBHdyS8jMybFXF53nNvzTf+TtNlYAuY51rOMtG0+SqFr2nx/MdV0G2ZKxjc7l2O9b9P2Epilx926DacqCfFTW5FkM3tW2Q06FTVOEzPKIvp8B0KWVH/QzHj1im42yzFDXNShhGrHfU1qZZcrg0xyHLTYofXrlFYdXXwOa2uPldxiQo2SQJjll6XDnToaqctjtGHzs9xPmuUVRlGiaHeq6DLbrVm+jujnncmw27OEopz9jS9THzExSUuDY9x26LsPFBQH38UiGS3VJaT2NJK7GoiCazLDlyVIuSFmX1Qta3aoxXZKpLqWMj7ONWQaYEZD1bLR7kdPu0m1XdVGaC4FGa9sgWesSNKaBZRqEvV7QSLA7QrI+MrMlrLbulKUD+r4LPe4GTJMPQXgJsrt5AOl5CLwFGnkcuklmAdTPsRb0aaDxcWBoz3LJwpoyQOzfKVNHF0+bRzmmMng12d3pO8DqwHxcMxbounhPYj51Tg57NqcsYwrY0vlOQbuk01pjknUToKc9O23enpVlfBJgTNeN1lNaD+z9FNhnoCho1rLZSAqNkFxhckSsHZUUTLBtNmVkAAW+WdtIMNQ0BbbbEjJXkTu1c5Qz8/ds/2puxWLT7GUK67XDPMtkpw4/hwi8JM/k3ObhXsmCdl0fQTDrGnMMw4i2pUJkt6vC+8bWMBUHOdQLsev6mDRRP1O+b30E2eme1bOyxA3CPekdZvXx+tygsZCxlzQRMtmw1eKqzcgYn6NzRUz0qC6SUnS9U+UyHdanXxoj2T60FiKA9h1/N3V85ecMn6UlEVUTaXWf2j9p7e061vFGxwog17GOdXzdx+Ns45x8YPsgH3VoGjp+DoOxbUWRY5pGPHhAFuziosF2q4bgBC/6cFSvsrKk5FPBLI1yfAgaaf0utkoBCQM2uoYyCGFdIIMsj64bIrh1bsY4kll85RWHR4+AzYbAcRgI6jYbBGkXsNuxhYdzwK1bZBXbdkSej6G/ZIXNpkZZ5lDPNTmbKiDZbvMYmABiJVNgIOZDdVu8t/2+D5KwMtRfziiKCRcXdWQD0mBWIE39xfpe7rD8uBAbIcYmlanSHTGL5hDGNiroNnBLZ0Y5nWYJUJajrhhID+/JRjMA9EFeq2boaQNuoGkqiGV6I6AxBSKnoFFgcBjGGBQyWZGFIL2Ec6zTZO2VMV8CCl3XYhx9MPGZUNdFMABiUM+EQw05kJJ9yx4DjTq3pIYmk7Q9Z0Hjci+ek6aeGtWkLCPvZY69+VKWUUBBJiJPYhnt+gyYmSHOGKSWWjt5PL6GmFGt2/T4VqNozytl0lg3aNcgcJCuCzOYOncPFvQDS5ZR96dzC7Sk5zd2VO8XysXZ45PAqyxLVJUP7ybbi+zBOsbkmOo+6bDqwjqf4999TxOYuqYDtPUJ9CGhUkEu1QKoab2lEnsEhQRXbdsF0Jnh4mIb9yeBbNoOBfA+DwCMDNcwjLi+PkZWku1nBgxDjqbhO101iDJGq2tbm8vWPDKb0vzPcW8BJke1ObdkFuupxf5OoOkS/yaD6YJsl/uOSTMzERJbzT1vfRo5mBjMsjquA5YJUClh7yM5uWqPeRSxlY6SLraGpeSwcg4zb0rVFMBpXScTMlyrebxezfPaB/I5j29BSfAKINexjnV8XYYxDRynhjjjOGIc1TahwjjKvGZAWRIEHg5HXF/PwVimgvc55nkMwZcyucZI5Dlrd+aZAYgkcDSEERCcAYwRQHqfBakoP8z7vof3CHKoGVdXPdRzTyYs0+Twta8BDx44bDYeL77IesZhMLYRYP/GpmE9zm7HPo3H44Q8n1HXJeo6R9PUqKoi3DtBwTAwSMnzItQjlpDxjGXS06w6QR0t+mcMQ4++z7DZABcXNdqWvQ2bpgh9EVOpIhYyVTWplwyS2X+eQ86HgMnaCBxPezfK8INMsDFvJilTzSh7GE4oyxxNo3omASQ10UaQ0z7usOqcDy1Yng9ojCVHsKbi50Cj95yP7bYEkEcgCcghMYtBatseQ40WEwJlyX6jaqPgnMNm08R7sODXBcZXbroTZEJSFDLIeRw0ett28b607x4HjU9nGe0YmqMsyAkfN79J976SRikgM7Dv4zOUQsAAO0GV1Xn5cC4xPwSMOrcxXgIH8+L8YhklS7VWJbYuzrGM58xvUrCZAlxjOM/PuQA4mSMHtaLg+4rqCtUykkFTQ3gxRj70X51CPaySWQiJiRHDMMA5mkPxfcP9RjBXRFljKiPXfdNV2dpg9L3HOA4hWZAHKX8BJY+0H8xtmWY3LBVgMmi/b0FJugzLZsxzibr22Gx2QDSMYcKqqmRAYz1+eb1Z8g7yYS/MkWmj0kD7wD4POJ9LhQuPzf1LWWm5MN8haBwjuOYx5iTB4uMzZA/LPNRhzgkzyPXJdbpsm0PFi4daw3AduKg6MUbT9p0pS8QuZ/HaTPZtQFnfXyo3AOdmOJeHpNO3HuBZx/MdK4BcxzrW8dzGqUSVX5P8h/+mO6lD0+QhiJ7QtgPEPI3jhEeP2BR9u62x3WYYBhnipLUpYrToQMpgToFtFttL0JF0xvX1HLPJBCFkzAQOVENU1yUOhx6PHrXxXtpWjakdXn0V2O8p03rhBQYtXYcoG6wqYLvNovvlZsOAvW2nePy6LrDZMHBhUEnG0KSIObbbCmVZRnmYAnEGecv6xr4noGpbuhRuNnRiVQZ9t6sXklEFMwosZOpAcDdBrobKhCv441xnSWCdLQJRk4vNUJNtXiOiAQ6vy+qc6tokqkwMsKWK5MjKqjP4mwITSbZPGX0kvSafJ2iUU63ArJifzYag0Rxf5QqcgQ6UDtPUou8pIcwyskWs5ZUVv8PFRQ0BXu4VwGS3S9BIxuFx0Gh7b7kP+ZyXUuF0jypQFWhVcK6+dmntoObVHD/PM3RinpPvhASFwJaMcNQiIQ+BtthISTBNeqr9zmBcNV7G8Ol8AkuSr7Kh+rKeLwV3p6BR7KRYxmeVpZ4+Bx1b5+x7zSeBK9URSNY1EwJ8L6oOO4P6q5LB8gEAe2RZhaLwGMcssIMzus6jadiCaJ51rTRnoluowJBJPHkeH98nclBlIsSHJFyBsqwAGAsq0KhnVFVFVC/0/Yirq2OcQ5nEeE9Qyz68Moqaw+8TPOvzQS2H+E5S0sDH5y9pu6T1eheloFH3ITdjQG7daTsRJj/EoIqR4zHN6ZnPaQqfYWwTtdnU8b3CxCfLLMwMTHtB6o48rCMCXYE7Y6t9BKmpmkLJkbQlh65ZrZMkPbYEo5UJkPkkQ82kSZHcs1/beDyvodfbt9h4ywHkq6++ig984AP4kz/5E7znPe95q0+/jnWs4+swTiWqqfMcQEOccaRE9fKSPRnJbPQxK951Ha6vKbu6fXsLgOzH4dAHRoQSP2DCNOUoCvVZJEtVVfqQ9VGqNQwDjkcCw6rKQlsEH4MP/Z8Z8QKHQ4f9vouBJhlSAsdXXgGOR5ri3LolpkSBEtA0bINBppMOh8yu+8iy0qimigyAgvVxHENNUIHttg5MiUnZrP7FAvq+H6OJRdf5yBbS3EL93GoYw6KapqVM1ZgNhFo7tTKwNhSSxoptkKOmQK214HAR/Oj+FCQVhVuwjazZkgEE2WgZ9ZCV8VANKkHjjLouUFX5AjQyyFwmL54naBTDRCfcJWjkXGWBEXUYxzY0a5/CGmCbDjFWZVks+txpnZkzYxbYBwONqsfiPZ7fe7o/7w38LIGT1R2esowEIAYYDWBlUYZ4ChiB1GXSJ2ssDeqNgTam3EXmQywTr10so4xrDKwLqImZtEuxfpLeIwCs7LF7P2XZtLZ1D6cso5hNWzt2foHHcyNNXMgMSvNBqSm/lzLrXF8eVcV6QoHm/f6ItvUoyxlVVcXj87pmHA4DxhGhZRABpQyLqLzI4/0s50FyWUT5v/Y4+zYS0NV1ExN/bJ3BOVACiGww56nrBnSdmEo1vee5WD5g765xJPsu0CnwJFk0DXLEnGn+LJGhvx/fBwbGTdZvx83zLJQKFPHrKWhkLfkYXbtpTmQ1ulSKFCEZMsNaevB5aM06x3lRcs+kplozJjdN68HHaYpSdWO6XVijktqayZPJuBETf5QRu/h+ksQ1rZNW3SZgbbDWsY43Ot5SADkMAz7+8Y+HJrXrWMc6vpnHKdto2W0GRZK/yRCHgGrC4dCG4IJGCVdXRwAOu12Fi4sS6nsnWQ4gCdgYQGiJpsmhFg7qAyYZ2zQBh0OHeWbdYV0jyK2UvR2DmUGO3a7AMAD7/RHj2EWmlLWTBI5f/SrQth51zVrGLPncpY18Fhpyk7GoKo+u8xgGgtY8L9E0JaqqiEBY9X+UO83hZ7KQAU972/Ge9DeAYIzBvoBkKoC6zmPGe7OpTthGCyCsOTYB4DAwS8/WEurrZrKoVKZqzpYmoU1lfGIb09rGoshCyxPWH1VVHo+hRueSvTpnTe/neQy1pHOQ3RZgPY9J2cwQxQDCkgFFnLdnBY2qHdWckx3NQTmlJGc5rK8kItPYtgw+N5sC220Bk9LRQdNqR5GwL+pLp/mYYuD3NNBoXz9fz6gAVT+TyjyVuLB+dFgEu3n+OGjUsRTYp7JTzqVke9Z7Toyl1hCvTbV6Wl8CvwIGmmsLlpfsmakQTq81ZQsFWE9ZRgIZsTNPlqVyXgyw2Hn0XPgNrmNbcynol9kNa3kRa1Upy1YNmscw9GENsX9i0zhkWQXnaKg0DH08Rl3nwRCHQJs1w0WcD823JUC0Hshycs1T6s7eohm22ybciw+AcI6AhvWIBJ+Aw/HYRwmrEh8ENzRwUp2jMWp5MB0rofpCq6X1i4QK5/kUMKaKFntedOXm/Km1iNYp57A8AY1Tsu64npg8m6F+n2rroTYjluwb47nS0gztLSU/ADna+mRPpu1pjCk1NttDLTcE6ueZx5ALru03F9dx6h5Ohtsjy6ytid5n6hVbVfniGOt4jmOtgfz6jk984hP48Ic/jD/6oz96K0+7jnWs4zmNlDWxTK/6/vFDlXKeJds4DB7e9zFIHYYB+z0ljJeXmyg5pQRTdW9kmXyoBymKElVlwcdS6kbA1vd0Ud1sKrCeZYoGD3Q5pDx0t6swDB4PHrSh5QPvq6r4gf7qq8D9+wBZEevbSDdYBPYzCwDRh4BxDswVa4GqivWNDCbU78z6EiqALMsqBmBpn64UOJJxHNC2QwQG1gvOBUaviMwgYHWJ7N2IaFZjclQEJsDkUeM4BzBn/cNURwqYKc6SbZSMVu6nxpByTlmLmecyCGIiwLkRzhUJMzYGcAU0TR57S1pNY75gebj+UtBosk0E8wwxcppPBVySLWttjeMIgVOBRmX7xWAINLYtWdEUNNY126qQleW9krEQAHcRNFLGp9YBYh5Uo+eQApZ036X3Lmnb01hGkwDPwb3TkjKqXX0ayyimmWDYGECuCw+1CDATFvXgy8KcG8vI4F1hx3K9G1Bcgj5jGR+Xperel065qax1KUsFeF2Srp+rY0xlqcZmpoDdx3Uj0y4lZYxV9bGtyTT5UCvnwP6EHlbj59F1LbrOh16fWntSHUzY73uMI5Nhu10V1zKZyzJKPfX+UI3y8j0teSiCYzXZQRrsyOV1Dqx3lgCnDDJkmSa2ChHjRvDtAfB6WX8uNl5tK9xJfaFMwRCA3RzYNTz27NM6Td2DHGT1ecP3nQvJF4HGKjKvAo16PgYSWc7A+x6DOoCS3aaxRIwSS6kagzJUsfh5vFZj9blG5tkYbH1Nx0mTeN4DfnZBgUFWWL1dlbAiy5i2JKEax+oi+fkhsyGrG8+DeZu566oNyw1E+jrW8czjLQOQn/3sZ3Hv3j38yI/8yDMDyK7r8LnPfe7rfGXPb7Rt+011vet4e4/nuR4VZAAmUZNRjHOIjqSs8ePXxxHhQxHBLIU9EAE6lJalmCixF/wZnU/gQLWF1pwesY6ETAJ/ryz5h0GSHVd/2P+MX7+64s/sO2BTA00FdD3w4Ap49IjnmwE0BTA5YJqBXQM25254TWVS86i5IBtIOWtV2bnFWAyDmAe7L8D+nc4xAybWVw6DBcHmAsl7khxXfyj/tLnU7+gYDO7tOHoGqisjALLrUaCxZAfsGet39fy853Wp96P3wH7f4p//+QsLwKfr7nubR81Dei8GEO17up70a1ozOvaSseC/dX0E8TaPQSW4OI6uX3Mp5urYAsiAJsz9OCImH9hv1Nar5l/PSftI86p50zid69N515/0vlIiIWXH5QaczkN6LZrbdKTXl86h9nx6PXq22qPpz+j+Tv+cru/TZ6p5073pOtNrTe8nZZ41dP2aj9O1AOjd+PnFNaTXlc7v6VyfPg/vPWYPeL1rPB0us8whz4A5sGz2cx7jNKNluTHXywxkBYARmDJg7IDBkfNrSqAqgMkT6hYZUITETZFlmHVcLxjMf8weyLxHPwPzBIyzh8uAOgOyPIOfPaiM9Pw9x1/yLofzDg6hXACByZodcgfkmYN3MSWALMsw+xkucyhyhzKXtJtgaRhneAC5QzDT8axW174O/+akWiIIcPCzxzR7OHhMAJz3cHCYg8zUOyDPMlTBOdUjSKvBudPxp5mLxc28D3o9A7lzKAt7jvbzBHUhbwKXAYXaaThbU3niBqw1z+dMkOjnGV7vpDDXPtQa+wlwRYbMe7TdiM//r/8JF647PIpwP/yHDwnawnHynXOYAgs5zkCRc47LQqqGkChSEgHANDvA87PNz8AmAcvf6PG93/u93+hLeHPDP/1H3m7jLQOQn/nMZ+Ccwz/+4z/ic5/7HD760Y/i93//9/HSSy/d+Dt1XX9TLarPfe5z31TXu46393iz6/EmQxxlfylRpdyvaTKUZZWwjVNkX2SYQmv2AmVZgE2k55iNV9ZUzeApBzXXTtahlPH8sjSf5yyAFTPjoXQOwbbfo64ZXHTdiLZtcTwCd+/60PuM53vtNeBw8LjYAdm7KENlaw6Z4iDUrrEfJZlIso1l6eE9ZYt0TDX3Q+fIRChQLcssOvaR8YqhTmRVyOiNOBxYW5Q2ic/zIrCeRWRb9Dtp1pvBNyVnw6B2G/mNMlUxXMr6p45+YpBStlHPhLIxsY+IPdkYcE/BIMjj85//3/i+7/su5DkXEp1wOZc06VjWaS6NcE6DemOblqDRDFcknaNUb8k0qlWGWiCo3oiAzphBMnasTd3vOziXY7uVyySfL9lKsnhWr8qaxrLMIdZOrqCqATR30VNgZNcPpDV7xjSKNbN6WCyei3rl8edVs3aeZTTmUvuc57e1JcZCf/N3JEvVfVgdmFhGq72z4y3Bmp6XZIf8GTNDyhI0fLoW0vs4xzKm/RzDEeJ8Ax6f//z/xHvf+94EgC7nV0wRIMMZ/p/vJGNmpbpI50D3wPPRsZks7RxUBKxtZF9DB8m3WfPN9+dmQyaN7zAlZApY43p7LpLhSkXBcyLUmbMvaVXxvUOWChBrLDMjBPdgrmNEU655diHZlMXj8/85JKmkSY/10JSEHVBNYwCN4dpkwqXnvGRKU6bM5ljvP5OXm/mW5l4/q/Vs7zAf30Oq85bcPq2T5LGNFXfOxZrwNKGZrqMI2RPQyzpMQIw71xK/bsY5lPVyTTn8j//xeXz/939vkNi6qFAhy6hzZ1DbEF6PMfKSpZp03WTmCLJ5tRJxLo9Kh3SPrWMdr3e8ZQDyz//8z+O/f+Znfga/9Vu/9UTwuI51rOMbM04NcVLQSNmaOZbudqQbx3HC8dgBoIRxnrNoRsMWHBvkuUPXTaG+hh9sNDKQCYrVNA0Dmy4XhQutHSg1oqxrgPdl6LlVoO8HPHy4D8DAx0CHgNPjcOjRdUNgkTyqitK9tvX42tcAwON4NNZsHOm6eucOpauUNmUR9KnPGOCx3VbIc4emqVBVeZSCUcZl9T9VlUfJFrDsYycQ6z3rbFi/maEsJ5RlCWBEURSxhkiBi+z9T2WqzuUYxyFxoV3WN0ridk6mKhdMrQEC+Tw+Y6ttdKHXHOeHBjMcwzAE59EZWVZGVo5yYqCuXVw3OncaAAFpDRvi//XzNmcGQiSnPAWNlKfNAGjssdlUUAuFacIiUTFNEw6HGfM8oO8nHI9s0n5xUeDychOCXoJ+9u3kcxNwYxuCMga8BhrnWAt4EyBeAuGl+YkFtwjPnX/nuVx0PVLZIgEDG5ifBojp/GoPKhg1CanYtglyxJTEVmBbQT6SlglWD2nrOpXjCiDLIIVGQZLRnr/WlGU8bQVyzvxG50rNjxT029xLbuiSY9n6SnsK6vgCBNZHNovAT/NDh0v1TvTx97quw/E4Is+5F8l2F/F9yr6glL3vdk04BmsU+fOqP5SUlDJ8Y/hVF0qZu5IkZelwcdEEQKJ3UiqhzKH+hpKct20fawDLsgj7h89dknIa9LgIGq0/KN9BkkRrTmUOw7mU+ZQ+Z2T8oiSAj89Dc6y9qZYb6n0o0MiWHJbg4DqaoJY/7E+aheSWC9c0R+mq5LEGhu3n0vWyTEKcru05vk+maYpyfTqF58ka4nOUHJ/X4jHFdxWPp7ICk/HOUE2qnHXTJIlJ8xEBJu+Lz4vOzVmsNTVAv47nMxzWGsh1rGMd35IjrSPS/5dsB5tTZ5mLpiZmRmONztkuYwCQYbOhBbxAC2tsLHAV0zKOc2jJgGh5zyAkC73IpuiUN88OZVkiz3Mcjz32+0egIY+1t2CLBY9Hj1p03YjjkQY4BIgZrq48rq9pdNN1cjJEzK5fXlKGas2sPeQuyCCDRgWstaxD/y6aMZwG3TRxKKH6JNnaW+DJwLdtexwOPVJ7+iwrQ40iwZaxUerjJgZYfdDEBvYh2MpjsJW24WDgIpZEwa6LLAYwR5Zsnn0wNJI7og/MMWItGn+G9VHOTcjzKjgvuggavedzSc2OUqOfc2Y450CjANSzgkaaGlVhzswgg/PCoGy/n+B9j8OBjA1A0Hjr1iZcRwb27azBNgIK2snqsgelGCU1+rYaUwOHPgadS0bt8XpGAUKxjJorq2W0RABC6xoaqZxnGc0xUn/bua1np0CAsZ5sY2HJB7KsKQBxkVldnhPJmlXvzrRGkoDrtJZRvyvwaQmEOQa9NwFGu+4l06l7SS+RcmQlUgAx1Fpj6vNJNlWgWKBGtZPmhKkesjZHrOe2Fi5MwnCPZpjnAccjAdB2W+HWrQpq51OWeXjvlHGv6LrEZqmG2Xu+l/ue79w8V3Imi0ZJSrxR+k/1gmTWw0B2nSynemR6zDPfaayR5BoTaNS+Uz2j3g1KkAgYGquvBCGQuoAaCzrHxJo9Q733uVeZoLK6UWBO1rUe7ByA9wD1VSwKhL1OIMvknr0zWYOu5IUZPWkdnQJG3YcYc6v9N3AP6P06IsvyCGxVy8jPQZqh/f/svV2obdl5JTbmXL9773POvXWrbqkkWS07sfvJMqQJHUODwQ8B45BXtwgJ5CXd2AbbqCNwjEEg6DwE2xhCjAlNm1hPwQmkY5OQFxPyYhJISERIPzSOEVKh/5Lq3nP2Xr9z5mHMMb+59jn31lVVScSqPUGU6tQ5e68115xzfeMb4xufajhj+mIZlVmdYpWST80mwcL5X3ICwfaNvWe8t/Yh2v8y6dJ3XcZlfJDxUgD5uc997t6LQeP3f//33/eXfulLX3rff3sZl3EZH854L4kqQEAnSSgDk5hc+sYCdDgMw4R1Dei6BtfXuyLYXSAzEsqiaFawrsiM2rqKXaySS5zDPLPGhZlsgkNKj4Dnz0dM05qYLXPn7HvKWJ89u8MwxMySXl0xALy9BW5vA4bB6vbotErQeHXF/o00ukDK+FoDZ2Zx2cuP1vmSbIXCmp+gUA21AYHBKjMbAgshBLz77h1CCKkmkkVQ3jfoOp+CBkBA22SqzMiLgTODhSV9dw05MVogYiYPgDEXAlYCbyXbuCwxSdDENsZkZ092QUwjEGGuoTK0oNxvt2vSNSlAfZXb7MoAACAASURBVFguWN6b5sz+WYJGYykEGhWMEQAw2y7QqM9UMEUJ34q7uxXrSmaI1v3Aft/g9df3ac6qxBhJblzn4JdSUDFQVQ5qQwhJ4nwfNG5lkVvpqQJAmsXY/SowlyxVvRm5Hyt03YtZxlIWqJ8Z4LGfkS1bIQdfJWq2DpqlxNkSD+W1irUUUyNWhJ/L5JIcIB8+g7agUd9d1lIq4FUAr+9/MWDcMpZ2jTY/JvU1Bsn7gK0rqKT11nZC12EGNQAQcDqNOJ0oP+z7Ou0VlxIPHqfTmFvsXF/3YEsdnn9V1aQzUWx8nqWUlBJTF1LN+ZyAX4Wrqy6D+3FcsSwTKFUE+r5Na04yWQLOdXXpTJW5Fo3P6rpL9875kxkSYOyW5t3AoYE5ydDLZ2W1r2pNtOZ5lOyXe5mf2zQ+MZ78XZ15kuDqO2JcE3jnF1A2TpmvDKrGkc/ZnEibBBqtv6RJqF2+N0sOlCoA7WWTb6vNEpOYAFCls6DKySFTo8S0zuxscw5w3lqdSDorQK91SMdureGQ54pS4ipLjW3Nx3ym2DMx2e40Bex2LS7jQxofQUb3pQDys5/97I/qOi7jMi7jRzTOXQtLV00F2GyPQSBUVTXUWFkMBV+KrNmJkWxX1+3Bmj/1WmRwRVaH2XwG36x9Y7Z4BSWeDaaJTnpdx4wze3FRirosC25vB5xOM9qWUibvrbXCskS8885zDAMwzzHXLS6Lw/PnrG88nSwwBpDYSuBjH6PzpgxGGPTG5CqIBIzYt1B1RADlg7KFZ71jCd4czJbdAA97Lk64u5sSYEOeGwKCFjmoyODJeka6QqbKGsOYgs86tQkRoBE7ZZ8BWAsGOQAy0JHsOGbnVMaFZBtVL8i/XzEMQ2pC7VJ7jZgA7JrYggZWy+bTNaMI2B4Cjfb2fRlodM5lqRfrbcn8cU1w7rTGBRpVEyjQOI4rhmGhEVLT4skTMjash7SWArxfAWSX1gNBY8k00jipKQAU0vrasn7bwFoyMtWr3mcZy75tZEt8CvgrlKMEjJork5dua81YV2ZtMPSdZZ2tfk+JE7HYJnfVdwqMGqCSS6R6AJ4DuXOWkddnUlKTId5nGct70nyWTGrJMhoLdg7ykOYXGbCwmbpL4GMrfVWtn/avJTa2yZzTiQx8Va3o+zadMyuAGssyYZqoomASjucVf+ZxdVWjqmqYKkM1btYOxZyD59SKxyWX3yrtyZDAFNJZXOcEVowEUTFOIDMW8hoiWKFSRAkwJihMxmmJBP572RPWanXNndckl1oz2ktSGNheJ8DhH5IxrCEZKOd2Sc9ODDDnlX1hraa4qpr03SumiS1R+L4hy1jXLaz/qIyWVkhSe157reSHzlgpPkpzGl43P0OSZ7ro4h7LyP7FchcvpeKcR+9ieqf5fI3Wa5LfI+BsqgMpKWzeeV7dB4xMciop6jJgvozL+CDjpQDy7u4Ov/iLv/ijupbLuIzL+CGNc7ZR7IQFhCE1liZgOhw6UKJDwGNmBi7XjlRVhf2+g+pbJCFUwKEATZbnlKyRsQyBoMfqoSLatkbTWMBf1zWm6YRvf/sESiMr7HYtymbK00Rg+fw5TXG6jqBwGBzefZfAEeC/E4QRXPY98OabZAnWFajrmNxA2RNRwUTT1Kk9RpOCl5CbhEuypj5/yqQzNlOgYXKtYZhwOs2ZWZX9+n7PXpGUiG4NbRjsMousej3J0mIMhcTVJcBtrKkkeJY1Z9DFzHVMkjMCUGOEaTa0LDEZ/tQIIeB4HJLLbkTTNMlAiGYbde1zy4oSNG4DUGPjXgYajbUrmUarv7R7FGjs0nfw74xNEWhcsK6cd7KiEU3T4fXX2wTCFZjymUkap+unTHMLGoGQwOfDoNHuE3kdaR7ECBCk239TgkBBvBh3Pt8tc7eVoW5NM5S4AAww0kTJABgBo4JeZHAiOafkbzYMPOo77bnGBNbVUmArS92ePVuWsQR4ArlyAuacbGWpuif++xYwltdTzpE9k5DMrCyApynNVqIqA6+ytswYfJeSRTEBlQWnE+XiXVfjcHAIQUAwJkOvFV1X4fq6wbpGTBMlqodDi7L1hurblPwxQxgaap1OU6qHrKD8ASXjAoU+twDhPKw4nZZUO6iaOrXDqbPcWYCD9ZYEJQKx1hKmBI0+r7X7oHFbs0qm1GpB01PK9xdjzLXh+hu22FjS5+jZC1C6XE+p3pPe+9QSigoEKjkq7PctmqY0ykFKNjEpwISWrVWTSIfEeBpgFWuv0gGeEVX675KMW59NMY4CzzHyuUomqz3VNHVWfDBppbYhnDsl+SSbF2tanhklYNQz0T6g1H3Na5t/xjlRQvAyPqQRgUsN5Nn4kz/5kwwgf+u3fgt/+Id/+CO5qMu4jMv44MMCoC3jqCy/mDMxR7tdkxibc7aRWV/2vGMtW9vWOQhQQ3hlzhX0m1Mfg1q1TWDTZiQXS4+ua+CcSfXqusbt7R2+970FIaxJctTmAHZZFizLiuNxxN0dX4w3NwDgcDohA0cG0B53dyHJEWmM8/rr6r8oAxTW/TBrTwDUtjX2+zYBQrJ6aq4NMDCvqhpdR7ZRzd9NchTTPQecTqdsKkMjHZfuyWeWU8FxWQMjmaqy7OsacDxOGUhWVZtBpkmwrObH5JK2FlgDJanbnL6T10t3SN77ulKON89qc1Fht1OLlCU76jrXbEAj19V9plGA8AcFjVpXdH2VPLVLv+tyYMbaUoK/43HCNA0YBjr9tm1E3+9xc+NQ16rJtWsTsFJ2nm61eBA0ktU5r6fbgsZyHbycZVxTYCxps0+GTVuWsUz2nLOM5fogs1AyF6rTZOBqJj4GjsQyiolRwkMKA2OZtvWPJWNzzjLaNW9ZRt2Hzf1WlloyOyVjWI6ybutcqnsuB+azs1YebVtBbqdqn8JnZG6Z5wZBJVNECeGCYZjTuvLY75sENugIvSwjpol7arfrARC4xBiTQ3MpT9X1h5QUMYBLMxw5jkYcDn1xtvLaZD5k56LWUkiy05hAlECjklL2/HmOVPk6+PM1rwHuC5tXuRRr/g2wI+/tsiWQ1pQMk2KMqcazznMrtrFcf3JTVd9HyYhpIgaM44RhYEKoqhy6rk3JI65n1dxrj3OuDDCWa5H3q3rGLdBjHWdIZw3vUQ7YrKfUfJEVlLxYe0MOtNoj5upqdcHGlhNwG3D2+ZnpnNG+Ls8aPQe9P20PycHXZ0ZfIL+sN7+My3i/46UAssziffe73/2hX8xlXMZlfPChF4pe2OdsI7PnIckz61RrYmxjGQyo2XpV+Zw113csSwSwQuYBZHj48qTMKqagDcmlT8DSo+/bXJPGlyb/d3s7Y56fg3WIDldXuyTTXBOIW3B7uyS5GHA4AIDH6UQAdHfHYPF0Yv/Evg/Y7Vjj+OQJAFToOgbw40hGbb+vk6SWTJrVyHjMM50JLVgi89r3BILKhOu/K1u9LAG3tyNOpxl936FtHYA22ekbCBGIkkSKLHDMMlVl8ed5hnNVlhSLIVDAIBABoAjQX842yhDHOTrlek9Z7u0t5V+cCwc13lbA2nUN5OrK7zYgprVzzjRaDRSAl4BGNf4+B419v4OCMzFeYlXIkM4JNBKYta3Dfr/D48cOVdVCrQ3K9iXWQsFAI00vtFaZeGC2vpRH2h4rpWLGdoT8ey9iGeeZQXrTkFUXiCv3cMnaiE0UEC1ZxlKCLhMXATbKMpHn1pgKc01NTybvebFu5ffr2dW137Ag5fXqnl/GMgIGQkpWNF+FezHLWAKWc0aU59GSWDnVN6u9BNd66WQqgLKtY0OxLl0OtqU6OB5nSGp+ONQZxAMBd3cD1rXC4VDh+rrGPBuLfHPTQq0gtuexmDyeg5TwSzKJ3CKGe2FNz9RlUMja8yUzqmaGpTZITWYfl0VrSM9Q57jV1iJJ7Mtr1bmiuRag03MSS2pzh7yGuI94n5Zw0lpcoXpwS+BYraGUE7yPOiUNA47HBU1DEHd9XW2SJzTskqzc36u51d7kc1thNYQhPQNLkvC+qnwdqnfXGcoEi609AW4m0sxkSeUBSu6IpdT18B3qsAaXAKOBQq1LAX4lKQElC8oad7nc8kyk+ZXazoSUYAgpuaX5viDID3U8kPD6cR8vBZDlS+L8hXEZl3EZ//8ZD0tUzc6eQRBfXpSCNsmgJiSjHAtOJfcKIaBtG3RdlV82rAlxcI4v4HmeMU0Rfc9An8GrR98jAz65yTVNXQRFqrNkQHJ7u2CeB8RYYb/ntc1zTAFSxN3diOfPCaa6jkziODqMI3sKLgsbut/dMYhpW5riXF/zd72nfT4ZQdYe7vesvaTlvUfXtSngphx0GHjtAmSUnUqmWvZTtNqe02nE8UgA1rYt+j7musAt26is9H22Uc+FQGqBczW6roHqG1V3KQmsAJoArAK5V2Eb+77CPC8JNLI2dberIbmv3FbZFoK1cLruc9AIKEFhlvL2u+dtGO6DRjGprGn06PsOAo2SM1Jix78dhhXTNCZZcETbehwOOzx5QkmwAiUZ7Qg0CjTUdZ1r/2RSI6fac9B4zviJBVZQaQ6hW5ZxniXlliyRAOD6encvuD03ECrbSzAQlZtk3AT9Ao1iT0oQb2vCGHKxPPxesYwEzJJeGwi0XnGvIk1VQF3W2m7ZxG37gPcCjNvEl84yJiX0vHg2cS2x/lagRy62pUR1y8DYPSlgN7ZVqgO2E/LY7SqE4BECk2rTNGAcaRB1dUXjMJ6xNByzmjrkpILuU99DA50h1RrzO5h0K81m5KqperY1AxLub54pfe+xLHJHLsGcS0yWgcayL6mAj+acAHwLGlUbauxjeS9W7yjAQ3ZTLZi4Bq0+tlx/BhrZ/qLO59Y0zRhHpLp3mt+0LfI+0J6kWZrLoLEcZV2n1jpgLCPv0SdQJxCGPFe8Zr7nBGjFNutcc84Xqh4zQSodUnkta55PlXUoUdmm67c1jQT+xVaG5HjO58ezh++xGOv0vGz/Wh9O21fBlmA+n3TPl3EZ72e8FEB+9atfxR/8wR8gxpj/v8bnPve5H/rFXcZlXMaLRynhSj/JgY+yzdO0QL2waLLCFhfrGhOzxr8DaEoyTWz+TFYEOeAWwOF3hvy5zmEj4ySoYusM51Y0TYuu61LwyuCLPQuZQb27mzBNM6qqwfX1Hs6xV+TdHc1y7u5OePaMgdbNDZ0vp4nGOMMQsa4O8+zwve/xHg4HvtRvboBHj2iS4n3AMAQMA1m2R48IDgCfDCe6HETRmIVAm9cr91earJR1NSaDYuuM02kGjXTINjYN0LZ7PMQ2ltl8gZKmIZA5nRY4R7lrVXWZnSyBo1nTvzfbyCAjJNY2ZoB6ezsBIEvMXnNyZ1X/OckbXXEPbrPudF/GxhjAKgHYOdNYOteSGWPLlKbpwX51vOeq8vn62XJjxrLMuL2dECNdBB8/3idwX2WATldf5EBM18U5BVRrqqDW+5glbvdBo9UXldJU3Yv1BTWWMcaAYVigvm27nRj3rYSuZOLKOjJ9ppkdkTXR/jaDDLEPJQAyUxAGs8hzYc8KUHLknD2xvXw/afyQNLXsm6g1ojkvpb0CNSW4eaiOsQSlAoGSJ5NJMWdo9TL0XrWHpgZQzSIBI/eIgWIBI5Pk6nfY+mdJSaAKfd+ANd0xGeLMCMHj+rrB4dBgHAlSuq5F31uwfv58FfyzPm1ORk50dX70qEvnMpN0tnesFlqqDM61T/fP2jyCLkvUUB0hICRm2ZJdllCwZ6FzKaQWJyXQ0z/td4ytkwSVgBapV6P+G+dYMlQDoJJdLvC+TkqOGsuyYpoAschl6x8lU1jLKPOc+yGs2E3JfcU4c22sxXUEOFenpJrVTgPAMEw5GVNV1t6F/zQZstYvZaL+bP2WjCffq2q3U54x6xqwFglA3oMSiPw9tWDh/cgFWoAYed9zHs3xu+xHupXCB/gLdvxwx0eQ0X0pgPyN3/iN/ML8lV/5FXz84x/H22+/jU9+8pM/quu7jMu4jLPxMNsoBoSZznlGehGTUTK2cclsDmAW/qrt2O08lJVU1p9yO+ujpXoKZX0pk3EYBjbEbtuA3a7PRiMAr4ls5JKYxRExRlRVgydPrhAjcDxO6YUdcTqd8N3v8u253zNoGga+JCkP87i7c7i9DWgaOq4CrG989Mghxjq9YBc8f+6w3zt0XQXva4Tgsdt5dF1/BhzJ+IWgmjFefykdilm2RUA2TXT1pKzVw7kOdR3QNO0GqCigl0zVglkGfqw5nBFjTDJVBZQGVAQoBD5NivRitpGAlI6pVYXkUDiC0lCTWykYp5GGOUK+F2gsawnPQSOfuwyVKIeWhFNyKtaRGWiM0Xp+Sro3jguGYcTtLfvV3dx0eOONQ2J0JWVl0CujFAscVf9l92HA4WHQaCBsa4svZkBBuhkaGcvI+i8mAx492ue/F7gua4/K3ob6TElTS4MM7XU9c82z9r9cgcWKi6lS0C/mTo6ycptV0kLMKff8q7GMxrjGvDZLsGTAYzseZhnt89NP872KnQ9FOw9KwJEZYII1pOsoGZ9S3o3MjAHAWjwHBdSsbVR9r8O6VliWBQD3zLJU6HuHR48OqTaXf39z0+X7tb1gDqrOEahTorrAe59ksH2Wh2v96/kDMrYh2KWMU3Mtl2cz7NKcEcgYaBRTLaaMDH7JCGsvlwDTQKOelVhCrU2xmNPEs6Vp6k3tdcn48fsF/pZ8f3XN2sV5nrMqxHuHw6HJ66CUEjtntevlUA2hahiNadM6DFhXB+/NMZUAtcnzzMTPDLHXpYO2JOFiv8sEnubSShes1QZr3F1yHrf9KrWP1rP3Dg5WLgKcu0Eb+BWoLaW15bnG/y2QPF0yWWOKbc+V8vbLuIz3M14KID/zmc/gi1/8Iv70T/8Uv/RLv4RHjx7hm9/8Jr74xS/+qK7vMi7jMvAwaLSfq1G8LNhdMoGhpIuyzWkDHOd5TuzUOdvI75hnMR4K/FUzWSXTGSSXVJrZrKuMVprU2kHyTJnvkGmSM2Hfd9kBVY2sQ1hxdzfhdKJMte+BeaZMVbVNd3cOw+Bz7V7XMTv71lvA4cB2G7xPSlW7zuGNN5o0ZzS9ICsJMKheMY4TvCfIUbBZVW0CyGak4r1qOVcMw4h5dtjvPa6vOywL5Z/lZxsjJ7C1lamSbV0wTczCt63P9Y0MRGSnbzJVWwNimCpI1qbWKfz/Dk3DAE5GEQIoztWQGYr3LvdqLLPsAr4PgcZSrqmAtwQElv1Xy4QFxyOfs/pFCjTK3v4cNM7zgtNpwPE4IQSHx497vPnm9QY0su6JMmkGS5RkEWQ1KQgz230Fji8DjUqO6OdiKM9ZRrY7MZaRa/8+y1jKUvXv1ljcFUG3JYJM5rmVo5eGM/xMl+rZtiyj/qY08DEpsbUtMED48FlTsscMUMXiGWBMf3EGSF5dlqrPL41/dBaYuY31Kyzb0Wzndvu9yEYsLicxlOQQM6mEGtUUAW1bZVMarsG5cE3tAVAdMc8Bfd8kAGvzSEMuATYrBZimOTuo7nZ1OlNZtyvW1iSqBBpMzEn2yfuS3Jr1bQYa6pqOsnVd1sqq3tX2yrlLqs4AYwVLOWvcrCMBUUoskWqDm6RS0BmjtjMCWvzsaZrz3Ou8CiFiGAKahmoHSmyR71USWN1vuU4FGPV7qmGU+Y/AM+91BXu62lpUfa8cdJUMZVspk99Xlc6Msv+ptTdxzthwvju0p6t8HZpDtcWxPVL21AQiYl5PqtcmYEd6hhEx+uzaqn1EcGjeAvobyl2NbRXbLCaWTHexaS/jg4+P4HS+FED+3u/9Hj7/+c8DAJ4+fYovfelL+MpXvoLf/d3fxS/8wi/8SC7wMi7jozzKIPRcoiqARuMAZiwJQnwKcvmSVPZTUtQQmMnt+zoDR4DZ+2mKAJgNP50GxMi6HGbAXZIoeRyPM+7uTil4abHf+9QjkYHCPC85sF+WBeO4IoQVu12HruuxLBHPnp3gHG3Ynz2bMc8EjdfXrG+8u6PJzTwDx6PH7S0Dr8OBrTiahsBxv6+xrmSvpolSs6urCq+/XmFdWbd3ODSoa2uVMY5TqvHTixgpiKmLQNWCTwFq1kQRrKpBd137bBYkEPZeMtVhWEC27X59I2t0qsywELwqKDW2UYCc62RJLPCSgu4qG0qQfXY52FVvNAMeW6YRKGvE7oPGc6bxRaBRwFsy1JubXQLRBI11Xef55d/MOB5PKeHgcXPT4c03dwn0+ATsq8xKKkgVWKiqNv2zNKFQYFdtArhz+3tl+0vG5pxlXNclBYwEzl1X49GjdsMybgG3JXZitJomzbkCc9XS2p6Whf/WxZZ7tJQVa/63gb4AFQF+tXnGuufzM0afY+tArRZMAmzfaZGSvqsc7wUY9RlWy8l/tzpR5ESDfafL69D2meZawX3Mf3/+vcYYsSb2dljx7rvH9D3sI6g9NE0T1tVjv2dCbBxpNrXbNbi5qeF9XXx+zE7BIfiUiJJJC4HJ1VWHGH0ygnGIkb1zKb8MUG9cgTyeZbb+1HaCgAnJrMzlFjtil+VIzCSYgIYBxXKNls9OiQW9X6xuUPuZ/XgJGttNIsPaGgkwMYmjmsG6Zv20EhA0xuL7R4xjyVZbX0Zbp2WpgCVPpb6QycySEg7Wh5SqiiY/o9LBlNfFuS5dUjltJgEvE0rIZk3syQjwXUhQJ6YVxXWqntJ6+WqN8rkC6uO5rmtSpthzt7YhNgfzTBWBAX9jHp1b8rud9dAC6zZnPDv033EZl/GBxksB5Ol0wmc+8xkAwPX1NQDg05/+dJJ1XMZlXMYPY7ycbYyg+YIZ4rD9hM9Z8GGYc6bYObKN6gnYdW3KtvK76rrCNC25t9myKPiP6Hv1PpRMkPV5+t7DoUt1lT6/cMlGhgQiJxyPAV0HHA492rbC3d2E589PCIGZ6dvbFeNo/RuPR4dhAHY7Bhzf+Y5L1xbQ9wSNTQN84hPA4dCkeQgYBn5/31fY7Rzmmdncq6s2AUf+d8pEF0iGOs8xGxkQmPkcGKnfItmINbG6HbqOYFu1PhY8lL0b7QWtLLqAowHENgcWqtkjwKigujeTkhobasFQSM9rzcCYAUJIAU6EzDFogvNqoDGtwgL4vDpoFIBxzuXvpDEOP7MEjfM8YRxnnE5DsuT3uLpqcHNzgAyCxNKxNmoFsKRrdckgokIpMWYwHRNYqyA5p/aGASsDfZJJPlTLuK5Mfoj13O+7zDJqn57PWyntFZOk35MTqlgOrrW1CPQtOC8Zs3PJnNaGGCcyNr5gskrW8cUsI9fn9pmKZbS/fzlbYczOw5+tBJbVg8VNsK3aOedo6lSyjDr/SgCk/WAgYrt+rbenPeN5XjLb6JyDi1RnUEK6ZpdP9jRtwZ6DlFm/9loLJSMoU1yKxA6lhdyzS1JGOLRtlQHN8bgkAMjr6fsGKhMgYOO9VVVMz4/9BXXPBhp9MjSL6WdiqLRH682aLIextaWBV8mSyfwm5P8vV+2u65IpmrF/cv3luyjk5KRq87qugeoi9VyaxvZoaTZla+j+eaRrUQ2kwJ7OP6kGCMhdvi+tKwJZqmW8Z2Jqns1JVd8NcA7FQGvd0PxHjqfqlVsl6fd2Dcco1tTKFZSc5LVpvQSor21VJYa9lsFcmexV4lKgsUrzoVpoue7q8yuwbCMU92S1sUwgGij2FwT54Y5LDeR2jOOY//8f/dEf2R/Vlyakl3EZH+Y4B43KBssREKmXltpjVJWaSvscRJqDm9ojIIELOtiJbVRmVPIq7z2macqW8Lsd6+8Avlxpj8/+jXRwrdG2ba65YtPqGeobOc9Tlrm+9loP7z2GYcbt7REx0ln1eGTU1DS6Fl7Xbhfx7JnDO+/wBTmOxjbudqxx3O06DAPr6eaZNS1XVw36HpgmBtv7fVcwMLGo/WSrCtVubmsByZYyK81gcxwj+p6uipKNNk1dZJXNadLqFcVq+TS3M04n1j1WVYWm6XJgJLBNaZcYGLnpIV/nsqwYhjl9z4zjkTLdpqlTLQuz4qwB85CNvySO50Y4WnMly2XZ/BeDRrXCAM5BI39P0j6Zfojdqyr1dZxTkmHB6RTQNB5XVz0eP1YiwkCjpKLjuECmHWqbQtbI5J8laLQ6L2MtxP7purmPHmYZxahUlUPf1+j7DjLI4Oei2B+ADFb071wj1gqBc2xGN7wuBrM0CuI8CzgJ+JqLp50J1hrB7ok1gfzs8hpedMaUgFBMiYJWq3nbApD3kqWWclIDJjH3QLSPM4BNFk1JGAPGZshUmq6UAbjmQgY4PoNerVeBl3WlWc04zmhb9m2lkypSzeMIoMF+T+A4DGTxDgfrNbosSwrotfYlq/Qp+bbAOZ4pBKVrcrbmPTSNTzWCVTK2cjApsLGnAo2SZqvlRgkarf2FMdECs+eSeZPrCsSVz00tIvR8QkrQSGXSoO8NgCuJx9rlUrLKe2xb7TuXDLJCXp+6Tmv9o3V4bqDE+dW9ak2rvrFk0ZQc4zz64vfs/NJZQYduKjuUYBHYNBC1Xc9iGVnGwDNf16d+izzb+DlN41AmR7iPpUJBNtZSDbPMdMo9UyogNB8y4mHyYYHarFjS0uYS0LvI3LJNPSAGfM6O5VUVcH29v3dOXMZlvOp4KRJ888038eUvfxk/93M/l3/25S9/GU+fPv2hX9hlXMZHYZTB13mAx/+25sCF7THqXAdRBvAlS8ngl9nj/b7N4Igvl4hpCohxzcyLANXVFRtfl60/+FJ2qeVDVwQ5Hssy43SawOJ+l7L7rMe5uiK4PR6n5PYacHs7Q4296azpUqP6iN0u4nvfozEOrw+pJxYdVT/2MTaBP530EuSb8fFjup0OA9lUBX7K9BJ0mWsmAVwF9oizF7GCPgLIkOTA5k7Klg/mtKdgjGYZAaVMVcElgQ8BOg18WKdzLlM1xooBE7PGxjaSoeK9sDE8cp2pzGgk3aPLqDFR59LFc9AoUPKDmsxaOwAAIABJREFUgkatESYc2rRmkTLjkoSSZV7XiHfeAb75zWdpLsnk0Q2Xpk0ChMYIrVAj9XPQrvUsAKH2Kly727pFs8FXn07dp9Uy0n2Y+4uSw36TnX+IZTyvwZOtfjm/NpgIElMBCDxYwKfndc7A6O+MiZOs0VpEuCxBvH+2vJhlLMFeuT7ufUz+b+VnnMtSxbiosfo2Ica1ElJLjaap0ff2vMp51OfrM5EMRDSP56ZDeh76DF7DmoAd14/qvPW8h2HBs5Fr+vq6T7JSmi09flwlNkmghZ/PpIVPSTm6AdOVma0qWCfOhFNdx8RScV2OoySPazaoMoAnKaOAF1kutqMwl1PV9mqvlGta4L9cC6qH1LxJ6s0zhcyl9piSNlScbA141N/XvkPqF5+AsdXTWSLJZwMZgR1TUkjaaWtNZ4kYRxm+iMUXSN0mwZRws7XI+dYajEk54EDHWgFZM0NT4i9GZMdqnjUuM6gGJuWk6rPaB1BJiNrFxPx5WoeqmeQ7odnsN52p8xwxTmuqFd0a2PF+fX5+5XMGkOstBRb1XqLHQcTpFPK5R4fuOrVEiQAuJjof2pBY6CM2XgogP//5z+PXfu3X8PM///P49Kc/ja9+9av4q7/6K/zxH//xj+r6LuMyfuzGQxJVBfMKXkyuExMoqPNLly+0sgG0HPSQWRO6vwGA7NpDCmRmsL5xhHMO+32bMu/KpFcpe2xF+/t9m+t0AElTaSLSNBWmSVLQOjVvdnj+fEzgYc59Gmm0Q5ZwWYDDgSD3W9+qMI5Wc6Pg+tEj4K235JQHHI8zhoF9154+7VPtCAHEkyddfjmXwFEvc8kAyQTw5U8wZ/UzdOFjH0r1+Sr7H5aBLSWOIb/Iz2WqBNVVbgFSylTJNoo5Y5DBbH2dAsk11TbS5fXuLqJpQgLwatFi5hGsFTO7ewUUZWa7ZJneD2i0YFN9PregkQEKv3uaJixLxN3dMTNzawQeP94ntteDvTcNNNLQZIZ6pREEV7BaJmPa1STepI7GAKpfon7GjL39TC6FlKci1zLudnVODoiVOwfZAi/q4VbKYEvJoNYhjWDU9w0pELT+naXkzqSH1qNP/eJMWr1lGc8ZnO3ZwufNn5Uso/Wv0397aLyKLFWM+bmcljJuyuz4THyugyOTZxJfXQP3asko5SvJ9y0Gsly/Ahg8OmjYNQxTShS55Ea9JPObBW1b4+qqxc2ObqYxVri6qiDZuICCnDipsJixLAF3dyfEyGfYNBXWlSCFfQgj+l4mSjGdd2pzVBeJhYiyHdBDoNF+V/uqgrGqWmvq/bmVOAv0CByV+1egk06wPJsIunjNMtsq20c4x/ZOTAi51GPSp3liLTJrNH1SxMhARuvPJJklg61rEVDS3tIcbeWV1gdTSTWZK+m8owPzArX+4e/X+Uw6l+xanadLdfycfzK/IZsXkX2sivNnzetczLmVLaj9ik/yeibIeA0C5Ws2WiIg5dx7Z8ZIgMzT3Eb5oPtQax7tTzKLqjFd0TR8t7DvstXC8vOpAmHvS/Z5vozLeL/jpQDyU5/6FP7sz/4Mf/mXf4mvfe1r+Nmf/Vn85m/+Jvb7C+19GZfxgwwLTPUyiLD+VMr2Ut7kfQBbD7gXso1lFhIAZKBjpgR8MdLtbkaMDK7meYb3Na6uyNSNY8S6MuCidHOF7NUppTOZ1DjOqZ5nhfc15jkmB1GfAnDg9nbG6TQmaWzEOBL8SV56ewu89howjsA3vlEnd9c1MZF88X3848Brrwk40sDidHK4unL4xCc6zHPAOAbs900CMg5qxTGO/DyZVpAxFYPFe6EkN2JdRyyLT2ytpIoA4NH3ZY3I1hSnDIgUrCwLe8exh6LVNzKwWSGZqjLrrN9R7SV/bi0uZtzdEWz2vcfNTZsCu5Cy3BW6zqOqWJtlYOLVQGNpEvSDgMauk1vvw6BxmlacTkNKJnD+bm461LXH429/F00jZ1uyAjGuOJ0myNCGDKBP8yIJmEvMhuS/th9KGSp/ZoZD5ywjn3mAucC2qOsaJTAqEzkKEk36FzeA0RI/aYU4Y7IpE2fdEhujB6jG1tjxLcvIwJWfR1MmA1y6vodqlrZyt+1ZU/Y9FNh/0XhVWWpZ31m2dRCQUxCsZ6V6NWOTQp4rc7gkSFICTdd6zlaJDbL74jMaxzmBHnOgXpYVp5PqZpGSBD3YNzaiq4Dr611mTLkuNUesXVwWYJpu09nkoBo0AgCqPKh48ABomiPw1rY+7zcBKRloAWSd6jqi6+pCgWLMMEGdlSZwH5OBFANXsu5iNJVoUJKR10sQSNUFzyYBXcn2rSaPBleqzaxrl2s22YpJdY4eXddAbtIlmLd9YXLZtKoym2ksXbkufPH7LrH6nEOpCpqmQtuyLl5ATHWHcnJOKzrtGVv3bLWDlPxhzei2Ljek/Vfne9KeVp2nkkemdOAzYU28FBV2/2ICpbwRMyt37LK1jmqldf9KDEiuzLMlJGWL9mZIyYIKTSNA6vO60R5SEmtZFkRU8C4CWF98IFzGDz4uNZD3R9/3+OVf/uUfxbVcxmX82I0ykDcny1K6ZXbkAFJtBMEOX1IPs4164dAcQIBBwTlSMI9kAjNnid7NzQ6qLWQrDvZUXJYl1SP5LL/iCzTgeBxxPK6o65gYI8C5Jcth2OB9wjCMWSI1DMgB2TQxAH/0yOH584h/9a8c2ja9zBI70rbAxz7GmknJgoYhYhiAw8HhU59qsa4O4xhwc7PLwLqq6PhHx9cFMVYpQ+2SyY1P4HjNckX1G3SuTm1A6GaowF0sgMwQGJBtZarq7zXPS2Y7+dwoUVNwoesMgeDc2MYGYhtPpynJgckON03E1VWfgxu1u9jtZIIjIFJKut4/aNQalGmQAB0z2AYarUaPz2wcp8TAjFgWlyz9PR4/7rJEWGuy65CCZUmFCRwJtiljlTOhQKPcCkvQSFbR5NgyC3oRy6jr7roa+71MKpSRN4Ck+9c+EmA8n9fy98WIWA1kyGyOnBkVqJZngQX3yKBHPTHt2u6DuvtnCq+pZBglbVXg/IPIUl8EGEt2lYBETLwSDnL3re+BmlLXpeuW06VqxPTftK/sd02RYXOpRAdZRSopmARSC59pmjEMbMtxONQYR7E9NbqOdc/qYav+kJxDsqbjOOZm9QCyzBwg89h1TNwwAHdp3tlmRHJG50J+fkCAjHB0bug5W4KCc6L7VtKE6okqgwglH14EGnVOsb2DjJXUXsicVqdpgoxhtteqGly9f+gcCwS0rcf19S7/rtZcydqL+dzW9NnvCXiVwI7/LKWhMdWQav2HdNbSBVsgu+ua/P/Fdiu5IHnpOJZrx9yrpf6wNjilmkH15C6rHXQW60xRIoyJD9uHPNfEAHIemqZGXcuYCCnBJQl7WlsOkGMya2XZE5hqFuTf1zlh7K2kv2zdxPlgr03FFyEAISWUAAdEIMSQE2KXcRnvd1zccC7jMj7k8ZBEVYEGA1U8wDZajydl1fnSslozfraYmqp4AbgU5FA+ScDBusBhGFHXDQ4HNqKWVTiBoxq3szcijXbEtAUMw4BxZDNrAj6HqlpSBpvBwd3dgtNpBLBmqSrbLQDD4NB1EU+eAO+84/H1rztUFYHVPPNeug54803g6dN9ZkhPJ49hCLi6cvg7f6fHMPB6VJumYIq/u0DuegK8bI1BED5NBM/rOiLGBnUteVSdTB9U/9PlewdeLlN1ziVW1wLCtq2y9Il1edbk/JxtZGBDVmwYpsRGAIdDm8wqYpJjIde8lvb2LwKNvEazkX8V0CiWsQSNBAIGGpnlZ6BzOo1JDjhBMtS2bbDf1xkMhuDyHDAbToaZ7GRIc4hsAFSCRq3lpqlgLoYGGpXNl3uhWHbVvMk0qmlohFLWPJVATCBQMlOxjOXvb+vtStdWOVZGSHKpGqeSZdTvs+bMajMJZmy/62e8rvuA8f6ZovNEz93Oh/cGjFuAVs6L/qlaNPs+1kHLAMR7pDXkUk9Nmy+u//I7+Jn8uwo6AwUgrKZV5ilbFthYYSQAwaSFZH7scyv36AmsEQQOB7b2WZYK19cVmqbNzzgEYA0xAbqYAvUJ4zjBuQp1LWkfzzP1KbQkimSZundL1gACAmqJIVZUMlRj7UsQJVDjktxR7JMYPvU9lESYsviQpNiSPctES20i3OZMExsmMCzJu/c1VD8nto1KCoe+b1GyjHyuIa0T5L+zxIHJUfV7co3WXimBuc4X7mEZ05CpWxb7vLqW2Vid50fzrnWt7gBi+yQ/1ToS4FZCivdLwGjGRJLHc4+zHn/JyQ0ZghlgNDZQibWuq/Ne55yseQ+olZLArOTe3rkMFuuaXgJ8H2sOrW+pzNtiJEgl613DOV6rmHD+e3q+IHOse7fShcv40MZLFB4/ruMCIC/jMj6E8V4SVb4IrV8W8GpsY/EN6eVVFtKrxQFdTUNY0suav8/WGB3mmfJVBjEOamTOl2mXgaMCwNNpxLKsKXAClsXDuQlV1aFpPOZ5xfe/PyTZGLO180xjHMpggbaNePw44jvfqfH1r1MuQ3DD/+33ZBxff73HOBJcnE4VTifg0aOAj32sx/HIF+fNTQ8ZjVSVS70Y5wRGaVJR1zE7OjpHh9l5HrCulJo1TYcQ1hTkBzhXpyyyBRPG2jHAUuBKoFIlwLcmkKpn5xLgXzJoKts1lGzjPC+pz+GUwdJuxz5penbrCnRdlWtTSqfBVwGNylKXwKAEjZRVmWQNqbUGLeRNIhdjTAYZAo1ibwka6XLL7D3ruaoMNFk3xgBsHAdM04ppUsDD+7WG1gYay76XZvzAQDWkVg9W3xhAwyOrFVSblYdAlECOuTwaYGTgZ/JLzXPJwi3Lkh1FJbW1Xm32+9q3tpetnQfvu2RAUXzX/fNEv3fOMm6ZyW1tmf39e8tS9c/SiIRBrrVxUAsAMnX8o7ZtNuddWc+ozxMwPGcZy9o8/S6g/eYh8xoCIQbXBIdzkoL7zELyZzQroclXg3nmPVxf90mizCSZkgXaT4gewzBhWaYEEpH6ugbEKOWCTwoLA7sy9mHyTXMWE6tprW10VonF1h4WYAXKfoExf7YZz5QST5u3GGX8tE0uOmfsn3qayjhMe11rge6fPp8HTLyQVWuaKtXQWyKFe0A1lwKMUgvIaEbu3zG/gwQgrTZbSZNYnNFipGMh8Q9YV3NwblvJRl3+W+01gVObP5+Sm3IxV82y1YiyHnSrJFGih7X4c/4sJSs5Dy79rRympR5QraVah6xpTft0tpkkVaUI7BXKdUdgjFR7zzUxTazl5b2ZNFrPpapcSpzElHxbQfdurZ8AGZTx7xqohVO5Hy/jMj7IuADIy7iMDzAekqjKpEUveQtYyTYqOAHkard1nWRgGlPWH7l2hcGNBazjuCSmkjV9rOWpsd97rCv7KYZAaar3aw7YnHOp3YIcAclUjiMdP7uug/cxBWNk9Jqmw+m04HgcMI5ryoaqBYeuB+h7Bv7f/naNu7uItmVWmNIdSlV/6qccrq8bTJPH3d2EcfQ4Hh3efNPhyRP+fFmA117bbYIVSjyZWQ2pDxpt7tss/yMLOiDGFl3HVhY0r4npfl3qXVlldqMEzwrSAOTgYlkW3N2NsPrGJgdAAk165mKEzv+WQdqEdXXoOkrKyiw2mUZJAFUXJtBYmrtYI/WXgUYGuYCCxHGcMsuhuej7Cgo0FODRpXdNjAwTBHLe3e36HIyZGY6YBAWcAcfjkCWAzjEj37YExjQreRg08r7iJsOu4MocUwnW9bf7fQM5vgJb+aUCfxrzuAxKCQBVy1majphk2UCqahntnkvHVJ0Blvjh/Cq5o3XJ39M1vpxltDoy6/Wm9ajA9+Uso33eQ4CRcyLGi+BG7poM2q23nNYX173LrJfmSd8jIFMqJfTPkumw696a8gh4lTLHeSZADEF9OJmYOJ1mOj77GnUVQIfkGrtdg8ePGxjwjHCOz56sKWv4lmXAu0PAskxo2yaxW1U6F9vMrtJITGtCTqHWt9KSLQYaBRYENLWHzQDHDGoECErG2kxiTEKptUhgYnOmfVKy0DxP5gSsVOZgJkzWqmcB5eVILKM5i5bstEYp8xTYKsHlulLeqXvR+WVu0HymLDUoJaDc83z+a3o3NlACFsnBWMkdJgEc5PxNWXxIz9xYRilFlGDSZ5QSYtaty4xMChMghKo4Q2Jag5ZAIJtt9c6sted64LnENaHkx7IIrDKBttvVMADMRNNxWHF3R7dy1srGPHd6Ftv2NmYkVNc1WUwvR1ZkwKh9Vpq4qT+09yG1ALqMDz4cLjWQl3EZl/GeY8sAuZSRtAwxnT1Vw8EAvaxDEUNVso1l4KnAQwX3GjJbOZ1WxLjALPORQWGMtO6uqoC2Bejgp89nwG3NjAPYU5Av9cOhwTz7XO/Bl3CNcVzw7NmpCGQkYUPOxF9dMUB/++06yRT5sppn/u/mBviJn6Ar3PEYcTwuOB4rLIvD06cVXn/dYZr4wnzttR4yRaDTnwFHmTB4T9kpAyzgeByhmrmuk0NrldxLm5R5NydbgQX1/7Og22VANM8z7u5m0Ja/hkxX5llOoFaPxOdjEqdpmnF7O2KeLYtMyaaxnG3rUx3PQ6DRAodz0KgA9lVA4zyH/N9Ys7oFjXQKpGT6dJqTPJBtTMhI9DkobFsBNcvO8zpDYnMkB43JjbdObK8cfD3U11KgkcZJITMEShiQyVgT8ymQx/ni8zS7e/2zBIwACumr7tWklucsI9eyHHTN1KLv1Z9yyzIq+CvZZoHMF7m5vohlNBMa+3nJHrrzPzwbW8moyVINhAqcIa8z/buMiHjtTPRofxj7ZtJUY8+MWTXzmRIw2ndv1yigc5MSUWtfwz1LtlH7XHWF08S6xDUAbeNSeyImQdqW68H6AEoqTFXGunqM4xHrKnl0i0ONlAjyqd9hlZIMISWXyucjSXjI81ee12L0tEcFwvRs2YpFQH7bhkWfL9Bon2EstmSwAjSUcCPvk6qqch1yjEDXCQjHlLiy/oP6/q081tafFDPna8/WO0Cmjc9ORi1V5VOPzRIYItUyKsmFLKHUHrUkkRKq20SKkoWA7lm11WTIeXbHDIBj1HM3NQU/G6mcQe1/VBvpk0rFp+SAGHgz9WoaSWSpthnHJUnoBZAjZIhj7wYCVXNBjTkJQCWS3mN2nZTtykzIJLB6T9l7osprXICR6iKdO3LbnbPCg48xsZUhSZSrl58rl3EZ7zUuAPIyLuMVRwkWtoYQYoOssbJAoPry6WfLsqa6FRXjq1G8fr/KAa9qyQhm2Hh9XedULC/gWKWMpzncsc9hnQAHX2bX17tN4EvZ64y69qk+EhiGtcjEehyPM8ZxwDBQIno6ITF//EzvI/o+Yp4d/uZv2HuMzY6BaeLcdB3wd/8uazyPR5cAK81Vnj5t0DQOd3cBfV/h8eMus7Os55zSfIYEykNhYkF31mFgbeNu5+F9i3meIAMEOtNRYlQG5cj1SnETKEkeRFY3ptrPKgfIdPHcunGKbXSOAR+ZSjrbjqNP5jEdKPX1xWcyW/x+QKPAUFqVGTTyGud7oJF1QAGqQXOuRow0FToep2SwFDNjxgw7EuitCjAjkxNjzud5zkCNLBWlfGIalfVvW8lPGRQKAHIPKaiMaW+QYWKgXWG38wm8b4FICU7UNkIsIwGwSQRLWWXJMoaAVDunmjO1D3GbIH8LGCNkBCPDqa00lWfEQzVGL2IZJXEzAMLff5ks9T4ANdm1AlQF7/pusVhqU9E0LtfdktHxmemQxNnq1KxOLJt/wJ7BFjBur1OAS8yM2ic4h7yO5jmCxjR0NZ3ngOfPFwAhM4xKQvR9U8jPke55hXMVrAZ8xLr6vB76vgYNeDycZ3JAUkQxbGKlFWwzweGK77DaYjHz6UnldSamT/tE6+ocNEqeWiYXlFQUaBS4pNTTJ8Aq9orKk6YJqYUS9xdNhCbIAEY9ENWX8nzvaM3pXsp6RpPZruk6QrG/VJNojsx0wpZU1nqxItfSrnkuaE7DNSTjM6vZlJGVDH1WqL8j6/arxPaaAgDZedWSJtOkdh1LAp6l2qJk4PXe4xliLT0sYUi5ekhzwXdUXbNWtOuUmDWDI3oO6B1Wqh0q2LZWUoo/0HtbjuR6PnKu5nqXwZeH1ZlGOCeXdknxqVgKkbGJAxBiqkN15TVcxgceEcpDfqTGBUBexmW8ZDwkUZWURa0EZOFuzI5kLi6/TOgKGXJgAchkBBlImkyVIEd1DgyuGKiTlQyYZ5ddLQWYKBFUbUlA1wHX130OBsXmjaMc9dQSQ9IhXs8wTDidRpxOZBGrCnjGHvCgRT0Zx+99z+Eb3/BwbkHTLJhnM1a4uQF+8if7xOrwJXw68e8//vEeIQDjyLrMJ0/6/P3rSldSyZWmaU1BU52y1x7jOEMNsPueNW/zHEGDH2bBu66F+i3qumNUoKLnyf5r3lcJUE8pY+0Se6b2KTEFSyYZ01zFSDdSSogHTBOBS9M02O8tUFNbFAvU7psYGDP26qBR0qRpUr0Rgy71niNQI6ADYnq2U2q1gcTqVVB9LWVzVQaQAo0yw5mmBdNEh1OyjB5dR9kWjYzMDVhNxJV0EJOg2knKwEKq9UECuQQHNEHaAgRjSYwVEhNm9WNqGyFGZwtk1jXkdishkGXr+zbfa8m6yLRCwaiYaa4ZX5wNur4XS1P1bE1SWoJZ5DPhofEiWaopFgy42hwjrfc1JyPEkMYoSaX2swW+WwbPgKGZkdh1lAYtNtflejZDFYFHu48Vx+MKtVdRUoHy+CkxgXLOJcPX96rV5Tmp/qFUf4R0Vi6J3eKZcXXV5P58BPvcC3UT834UG6aknvdWx6l71tri+btlmAUYTV4o+aG/t54EGu15u/xzGuQw6cd2SyYX1zPneUSZI0GjSzXGUg7wvtqW65mKA+A8KaG9xLWyNYjSXoxxTWoTa0PU92z3xGvjB0wTk5l1jdT3VvfLhKT6Cls9qGoRNcchy0rLBJVadciFlQlKu1ZL1sT8N5KN6neoYgm5PGCrOuBZofeKnqFcnFlXKBmsR1WtSZXQJVBr/VqZtNP7Xe2eAKEKWwsCfqrx5lxVXpJrS0pr7ZTJL/2c+9QYRiYcgGUN8M5hDUDluS8q7xGCKT/0vpPp02VcxvsdFwB5GZdxNl5FouqcDHH0e0hN6qv8tyXbyCBE7BrlW2K9eLBLzsP/P00r1nVKtSylEyjbTtD1dEHbUpZqtWEV9vsGYrVYVwlM04jTCbi6IoNHIxqz+2YAOeN4POH584Am9Rc+nZD6UQJNE9H3wPe/3+Cv/zoAWOF9yOBgXdnD8a23OswzcDzOWFeP589X9L3DJz7RY54JHA+HDodDn4PoEAKOxwkGivjyVq3esgDH4wkxttjvgd3ugGWZknlPzIFSacuuYEVmJpLWEeD4JBkiE+t9zNl6QHUvrP8kk2VGFQKNdJIleOSzA/Z7uQSK/axQyi3LoLKUG3LdlS62pexSwSNwDhr5WTHVdSrbbwESQBOc43FOwXFI7U1sPTJgqXLGn88EUJ3oPM/J3VdBT8Ru1+WsvOpqyzYBChrV01HNurVOVcMqwEoGucI5CCkBmmRzlpU3EE8waU3ENccEvWt2oFSD+abpUIJ4BmrWj9FAl1oo1Jtrei+Wkddrhilp92bwcV7HWAb05ec+VMdYjrI1UClfE7hU0Mj1Y3JV2wuAelbqLFCCrGQUja23IPb+s7LvMXCrthYGUJdlwjCsWNcFQIWqElhYwTOlghw3d7s6t+PhPgaAGSoPICvmEOMIoEHXOVTVDmqWvq7AbtdA9brZKCpds85mAVKrQRbj7tM+NhMWgWzNlbXTqDbrydYs51d7Xz39KAFdoXY0ak4vtlBAX4oC7+X27JIRywKrV20gMx9jiG3NnCc8yqSKGWqFLMNEMm3juU+mVg6vIbBlhKSa1stSZjpiAqmQofTXFDVM0lm9HiD38TW1fDIHVYEtfTbXmTFzbHfhE0uoWsVtMkxgTb0cYzSnXCAkmW1MpRdieWl6ZQ60tn75OVKwSH2ktb7mM1RnlJLOTAj6fN3zrHcK2UGdOVyHPu9fAVXOuzHbYhiRk1ERNXhWxZllKcSIK8IaMS8BEUBTBUSsaOpL+P+hjgsDeRmX8dEdD7GNqjWR45kV9PNvztlGBjlmhW7SP1+8zOWKxpeqsoKU/8RUN8cWH3rp9T2bx5NdXNB1HXY71mPc3o7oujo1tbY6kGWhuyngsds1aFuP02lCVc3phU/mNIQVp9MdTieZN5BxvL6WU2VE2zo8f97g7bdXNM2cMsuSyAJvvQU8eVJjXSs8fz5jXSs8exbx+HHAT/7kDqcTDW6ur3f55SgLc35vzMAsRo+2ZQC5LAF3dyOqqsZ+v0uggL9HaaTJoQDkz1XNSSlTZZacL/d5nnE8znAuJPdWC9YkU43RZ/AuMM4AeME8z5gmtgHY73dgHQzBGMGc1Sc+BBr1tilBo/3ei0Ej2WIGK+egUa0XWJM44HRi8Np1ZKdlCCLQqPpHATcZTxCMLTid5LxKZrPvmwIw2bquKppEKVnhfZVrAbUnjkfg9nYEEycMztrWpNZb+a4FviUrJAZIe7OsZSxrhQUaGXCxPqhplFjZtkBRgK/PUj3WVr66ZeMeAnKldM2SPcYylp9zPt5Lliq26v78mPxP4IiApyqCTgbfrOfSGYW03yyBIcbMWjDY3JbXeH7Pdl8lyDVDKpfYYq5drl8aczFZI9fnECgV77oOcqfmfShonzMgZYKHyZt1rdG2EXV9QIwKyiN2uxZkzbl2eWar567MRAwE8myQa6aYdwNdBrAiJK+UQ6f2ja0DM6sq2w6R0V7z72gNC1RJFi0mUglFnY1MRjL5SPMTM1mTFF7PQH9XPh9LqK2ZgQ6B+1vGSG3L3rg0cLMkAwEvUvKlyiCRagj11iXA4zyqzUnMCgaTmFpB8Z5qAAAgAElEQVSrGNbgWvsMAUaBJXNytTmjMQ3rGOWC3HU+JVbNmZyJLDkJu+QgvmBZWP7gPdC2TDjtdm0+l1VnSnk7mUUlFgC5RCvpggTa5bBrygsx14BMufROWgvWNyUYsjEZ0rpAlijryKiS9FbMtOZzWSLmkOIT5wDMQExnT1qnVdtkVpTPpzzLL+My3t+4AMjL+EiP8/ocvWgfkqjKWj5GSZlejW1UnYsBHcp3YkR+qZ1OQyGZkYyI7CJZpIi6nhNYAe7uWDNU1xWurmqoHoJM4Jxko8B+32FZYuqXyJfTNM052Hj27DnGkcHi6aTssMNux+CTUtUa3/hGgPcz6hqpXhLoe+CTnwRee63GODocj8wgDwPw5EnET/0UW3RMU8CjRzuoZokv+BXDsEAOfNM0wvs6tTrwOJ0GDANwfe1xOFzlGqmqIisYo4c1oTdWRAEG38/87LpGqtUBTqcR6wq0rdxYeZ/jyOw/gaQHa0w9FAwTPPKaQ4jY79tkHORS4NUU2W2+4F8FNBpws7VoRhUGGgWgKO10UD819TGkPHnE3R0t5LvOo+8rxChGUTLTOjEVnDdjTVxKYEgGSGMKtZ5gfCwGRYGo1R6qJYrWL/syyp2Sv7/b1Zldsv23ZbiCAiGYu6yavWteFJSfs4zTtECN19vWoeu6TVCt32USwACO2JCH3UJfVsu4rWfUZ5w7kZ6PEjDqs0pZagkYlZiy9Z0agwdzTBVrJYdNyj+RJNwyBlFT+vstAVT3p/9uQPnFgFHXw78ve0bqn2tOhkk+3zQtuo6S9rvjCd4RjNAlmrLrJkkfJB8Wa6W9HMKMECRnbNE0AevK+2yaJtUBAtb6RvsjQIlBghefn63Oaq0rSYENwJgbrWSYD9XHlsZCqs+TpFJyQZmhmAkKIFkmctkCIMdtPpMI9Ublc6kS2DL5qTHG95MrAilyuqXDtj1vgihgXY1lJfBH+m5+J+81QCYzyxJyjTnrnut03mq+XH7/8d71nQK+PrUK4mdKhsv3LEGcaj3Vqkf1lwRbanFhiRZec8jM3zQtGAaepQK/+31ZXkBAyDpw3l+pYDA1ioC9VBtkOWPhvKk9Iykt32sEuvwuSyIDgBx71xUIK0EvlwmBn95F3Kd8hhErhonryQPwVYW2qdFVLENY1xUyBrKz2qfrZvJbCUEqABpcxoc0Li6sl3EZP/7jvpGFmSNIosp6xjJ7K9c1l4MwZhWX/Psl28gsqwJUZtPV8JpW4g7TRPZQwQ1fRitY+8Ps/DCwx9mjR12S/7GBPcEPJUJ0qmPB/jwzS3x11aCukeoYmbnmy4WSnnffvc3ZWbmqdp1LoJQyr+9+t8I8BzTNDFmTjyOw2wGf+ITD48cNjseA29uIaWIbjzfeiHj6tMM48sXIVhxW82YARXLBBTIbosyIGfqrqx5t22GeZ5xOE7xHZrUUMJfszrlMlW6AJlO9uxvhHHINE7AmoElAypd8BNuNhASOZsRI6ew4Avt9lQC9z0yP2L8XmeG8Gmg0G3uAJj4yq6DbbJM+10CjEgHTNOF45PrZ7SocDnVad0pYOPCYV8+yct74WcOwYJrmBCx8lvIy8KvydQBlU3CXnkeTgS7r7biGY3TJYbZC09TY75GNcEqGUdl5c5Y0lpHJEGucXgZfIYS8ltY1JnOlCnVNaWr5HOQebFJDdwaMf3CWsZR0ai5LWWrJHALAqwBGA9GGPAU0Sqdgrn/rp6fedgZsxFyvMDAqoAwIEJWg91UBo8lSY95vquET4+ucatFUPyem8QTvKf1vao/drk8KAjLhdV2xPYeztjjeS9rq0tkpxtsnmSETNwRdSjxYzbfVc+p5MZFSeVMKlGtALHp536X5UilNpaOm+pNWkKNwjDFJvjX/9p4pHXuVwEBqQeEcslmY+l2qQTyBnp65z/txy9ybvJvvMWNc1eKCSUtKUwm8xeoKLKlPZCnDZWsQpPpO1pJu3WdtHpVk1Rka0poVqJY0N6TrW1Emb/mOWYu9FVOfXCYCJVHVsz6vsWUyNuaznudCnfacyxLU0ilY+1drRTWzAp3WE7TO88R14dNeCElSrDpYsaryNDB2WGY4kv7nRBRYa11XVlIyjEzkhdTOpPIRXdvgsDP20ExzkK+pqhqwJymBLyB5PuW+07LCIaDyDrsdLuMy3ve4AMjL+MiMFxni8MUXslzFnNqAGBlslmwjJaprDhbUpqPs0Qi41AMu4u2vB7z+WkzBPfuYratszNcELGLKxneYpikZzNS4uWmTBHBOv0NG0l7ua65badsKu12DaWJrjnmWiUbIjOp3vnOX702mNmJ4KFOs8M47DqcTGcemoaMqX8gEjo8e9bi7m/Huu6yFmaaIp0+B3W6PuzuCh0eP+uyiSTZiQYyUjg0D5YWqLQthST0kPW5uDjkQHYYBzjG7zZeiyy9i1R6ZKY4xkOcyVe9jzt4z2F1TJjskYD2BLVJiWgfAOBI0No3DbtfhcKCklWxmtQGL59n/Dw4a/QY0inligEtAPQxce7tdhevrBmoUznYbZAzk5PgQaBzHJcnpZPMuFnULGgV2lkWMpLGMdKsFVGPEZuoO3jeZ3eI82B50WULHn1u9p+YDOWDWfOm5TdOamX4B+P2+xbnZTowxSwVjNKZDc/nQdb1IziU5ooLLMom0/Ywt3VgCsnPAyIBy67haSkAVfEveyICdzsWqJZThh4C+BZER1vDdF/NXgihLeJTjZYBRrJZk+TQZEVvFQJWmV3SKdq5BjFNqzD7kILqum8Q4An1fIwSfQJvkdVW+hnWdMM8ebct54tpyySm4KRgtc4pV/SXnVFJBgQAG9c4BTS2Zecx7pwRSJRg3d01rx8GEltyDxZaqprF87mtKyvlNvaBkkjqLZayjumEmU5p0dmzPG322rRuxb6H4Ob9XMt2m8YkZVO0f9x5llWL3zOCGybwFSjDw+msIRCpxkK4+MZulEy2BPEGjT3tS0mGTZ5tpUUjnB88CMXvOyZXcevSW66Ws66wql3rOxrTeE7uX+oiKsRdLqHeIEmLruuakoCTx2zperTEa1y3rjBBW1Mk1nDGC/s7n/SmVh5IOvG4qWpzX2QYchynNt2eCo6lQ121iU9e0J1DsZdVKMu5gTFEl0J4csoPDGiJcCEBixx2QYpXt/r+MDzguDORlXMaP13iRRFWOnzLEkVxRAYSkKvp3BtGsn5DLn16slIUYA9A0NSTF+/X/ZMCf/rcRbzxZ8L/9RYdHN6opYYPsqmqw20UANdZ1wTDM6HsCVrZZmJPcUq0fJG1asyyp6zy6rsMwTLi7mwAsmGeXDGboWvrNbw5oGr58xlG1Xgweuo490d55J+ZGz31P4DhNwNUV8PrrDldXOzx7NuLdd9lPa54jPvaxCn2/w+0tM6hPnuxzoCbgSJklg0sFdTLFCCHg6qpD27ZgzzIaadB8oU5BhZwYH5apqlWJZKo0fSG7qJYfAhX6G9YvGqtHwEEn1nV12O8rvPZamz+7aeocvL0MNJaNxh8CjTLgUEDF1iBqM2Cg0ZIcEQCdaceRQVTbkmFW/Oacx24nR0mTJxorYL0aCfgWqH0BExIBgNniWz80u3eyeGzELpaRQX0NGl6cm8wYABGQZv2m1p6CN5ONSepa7t1xXJI0nL/TdTV2uxZiGfV7YuEEzgg2qrPfe2+WUUGxgIj2ueTXJegsx4vqGM8Bo/6/1R9yfjQXCgqtXUzZxN7k8TRe0d+a6yqvU4Ai5mvTWi/HewHGcl2zpswYNPW3JWu1JKA4A/DpnOR+CsHBeRqFXV31eU1KIsrEBZNv68qWKsvi0TQBzjWoa65NnoFtBkSSThNQlPNsTGPTaD/JIEpyx4BlNfDF3xfwlgzZVCZzMiSRsQvnwyTT9qzLNhxi+nyWEvPcCZBZVVVFyHVVIEBKjDIpcj8RUbr/6kwRsCkZTPUOdom947mjOu+yDYmehSUgXHK8LY2qVN/rUALX0r1UDBsTozF/rtaamD/AeuYysegT4Atpjl1+PzCxq16Ptn55JlSbPa2kmZK4/C7rESmZvMnA7TpU+4pUYqJkDhMHlhAAUtLLATFdEOe7ykkO5xymicZd0zwjhoAQ1/QC84oq4F2SJLcB14cerOPkOc8EAM9/gVG5KCP1+l1XhxAW0JEVmFbAIcIDcCmZXXuHuqkh5YzMksZxxvX1g8fZZVzGK40LgLyMH8tRvmwVaOvFoiJ8vcisAa/LzpkPsY2qryJolMSPLxA5Bc6zGC6+tL/0309Y5hXfuF3xv/4fwC/+gxox0gnT+wqU6TGLf3XVI4SIYZgzsNjtLOurFx+wYFkEKn0CIhNCoIlEVQH7PQOyr371XchsjcYTqkmJyRmzwXe+E3F3N6NtgbYlwFxX4PoaeOMNj91uh+fPBzx7tuB0Ysb0E59o4X2NcaSE5rXX9ukFzOCBNXBsl3A6rZDhgSTCfV8lF1bWVE7TDMmIq6pB2QqilE8K3ONMpgogAaSItiXQYBaWdTX8e8pzvW/QtgHWM21ECD452rJB+auCRpM1mtGLMvnGNMYcvJWgUY65/Hyf5HoMGFiXOaf6R7KKh0OTM+Gsh6wyk1cmLxQUE4DNqRZxKe6jTs+jTgEf2UomHOy+VcvIvnrKeNfJlbfJGexzYKZ9k0j2dK9kc3W9ZLLus4w0iZqzuUbbVqnnn4fAoOZVcmfVYJrErGQj7Ux4L5ZRYMDA7JZlfBVZqjGJBhjFdOizCFbkKGrMm5qKbz9PDLFq8WTgIRZRfTddBhJaCyULbNdvz0rXeQ4YLcgWO2UMEQEPm5RPE7AsI9hXdMI4OizrgDVwnq4PLbqO5wQdIxXEe3QdAf40ramNi0k2CR5bdJ1DXXewli1reiaql7Nr1t6kE7ZD2d+Rz1htI9IeqATEtvJUc4pd8l62ZFdMZ5r6Dlr/XwIOl2STTbrXNTOzlOg2qKq1eAYuSSOrnDjaPhdrhaKfmVEWoH6XajXDmnAgxiatPb231OZoKzf13mXZud593lPhwkSUWlv4PMdkotcMvlTfx2tlr1smqNTKRO9T+z3n+H5ZlhVNozVstafDwNpKvqMIpAnGuIZK0x3tA+4bgdUymQMg1RnyHgiqmbSwfabzhongxMyuKxwi5jWicq6YO5ffdbvci5LXeHdiog0xIMKhTYoh7yNqTxC3hoimdnCuycmdxrOViACqpPzl2cO1uQCIGMcJa3SAA2oPhDWg6xo0SGDW2fs2hIDTsCCkOkpEoK6Arr2E/x/qeEFy8cd5XFbQZfxYjL/5SsB/9l9M+Df/DY+mivjv/scVv/WPavyDv7/t5wcsiLFKMhl7kbO+xIIp1jaGdGDrRV9Dbn6AWkZURTAYcv3WMLBB+3/w70b88/9mxdMD8G/9PdmCM+M5jqyxOBy69OJUU/aIrlNxu8vZdpn5sKcgGUgxZ8NAp9T9vsL3v3/CN74x4d13gTffRJJRuixXurkB1rXBd75DOe1uB+z3SFlW4PFj4OlTD+daDMOMGGc8f+7g/Yq33moQY50zxY8f7+AcX+Z0jVuwrjPmWT0clZln1v1w6NH3Xa6RCmGGc3WShCn77jcBgII1/TsNXqqUDDhvw1EleZ3qSq0FR9v6FCxMmOc1BYNVcunsoSy3Pvsh0KjMewkaef/K1N8HjWTRCBrbtsHhYD319FzUc22ep9yXs+s8Doc2gUpeC2V/khMq6JNVvYPqEWn8sOZ5LPuhKcBmQExGk6y5AO6S9oVMI8qWJOftJ8zZkey81YSpFo1sE9I+2tYnihlWLaPMePpe7GEpoQxQ31P2TaWBhwBRjNs3+MtqGclcSf7s0mdtWUaBse3nbdmgkpUpg3+tFfssyVIBmRgpaBYwZOC65r+RlE8unGIReQ3WMJy/63IipbxP3U85DxZYAyVg5F5Tn0KrW1vXJa3RGSGo3+uc3Cz5s2Ud4FyHpva4ue7T/dVpr7CnY9cRlEtpsCwTxJrKFKdtgbruN6Be8nv1GwSsT6P2qxytyWghnfkmx6ShGUBzKgcHS7qUTLjuW0lHrZGSWSTjw2RcVUXUNWX21srBXDp5lrAGnWUGlnwpWeutNFX1pWVCRnLYORuwqR607xuorUmMyDJJ9U+0+uGQQaEAlfojco8JMGqtc23q3nmdOLtOfo6YPib96vTfCT65ptcCrCOBo7KfpmS0rE/XPQAsneC5oTPBpNhKSIhBZouUkBUqmtemEcu95nNPc6LnPy8LHCLW6FEnkNq2HZpkBKYzWImEeZ4wp7O48dxYbVOja6piX6uOu87rVcypJZw8fCUVgRIHTMKFGLGkRFkA4LxDW3E+as8zu66AKUZI2bvMM+Z1Qcqfc/17h13TIjYut+iSMdJlXMb7HRcAeRl/q4deQP/Ov3/Ev/zriPq/jlgXh7g6/E//y4h3/h8LssQ2ir0q2cZvfGvFf/RPBjT1iv/8nzZ4dMNefswO1ymby5cOs9z2opL8hfWNE+ZZzcdX/N4Xenzhn3S4vlJGccU8U9J1fV3WRNKavetkp8+gw3uxDRFV1WJdV2YfV/VAW7HftzgcIt5554Tj0Qxvhokvzrs7BoW7HXA61fja1wKAGV1HxpH3RNnqm2+2iLHC6TQDWHF7G1HXKz75yRY0XSB72Lb7/IJe1zWZ1Ig9nWFMS4W+r7Hfd6jrCvO8ZiMgysxMWmP96ZCDNb5U5aa6lanSij1m8C8Wk/JKZYolh5pT43K2DKhroO+7nE0u20ncb+Hwg4FGyt7W1FeMoLFty0bsCnToEKi+eHr+dV2lgJFr5nCoNqCxrgH1JTSQveJ0WqHG8WXTbsniCBqRgVrbNrmmkA3cVU/WJLme1cmUIMSMU0KS38mh0uXAXQGngley3dwjNIea855sGoe+bzMLI2aXiZw5zZmHetKJPTgHhyXAOx9Wv2bBtyRrZ7jz3ueV4FT3JWaxXCfWegOgDE6JH6sxk0Olzi5+5prXmfoUcp5LVlJMlFpI3K9hehXAaGzvmq4ZCXTJJAx5nXPuHWKkRHWaBtDdkUYlaxzhUKOpK9zsr/JeJtPs0hpqIMZuHJdUv+ZTwscjxiox2lUCihHqISoZoFQjmu+q8uh7togwl1aZoNk9UiYNWCuewh10tXOmVBlwrRD8yHhJ1zOOa66lpvsz8rPhvIf8+TQnc8mEjM3nz9eUkihSypTPR8mXdZ3TOW+mWl1XgWY0THAyGRYTaydwhsza2z24nGjjmjA1CsGX2leYVFNJFK1P1TlyrnxeO2In1UOSfy8WOKZyBNXyyZ01pGfL+Q6BAFbvU/aHVKmCJfVKNlTKBQF9SwLw2djeIjAVmz3PESEGOAREVGibCn1Xo64bqI5VyWImUPgskd5HTZLt7+o6JwopwbXvUKsaOSUzQStlgJn3cV8Aw8i1zpYqABzgnTGxa1on07yirmuoZVhYI5Y1IMQI54HKAV3TAjCnV51N0zTi2fMJ4xrh64h/ff/xB06+y/iBRwQuNZCXcRl/S4ZlLkMOihET05HYpzmqLoN/w2DJahsVZC3Lgv/4C0f8D//zCHiHf+2/BP7T3+nTSyekLDgDI7305QjovblhykZfTJbMEN582ub6SfbZ4ktHshzAo+tY8yfHvDJoZaDFFhSU7rF3137fomkcvv3t51CTZQYArG+E47xcXwPPn1f41rcA5xb0PSDDkqYBbm6AN95oMc8ez54taJqI588D9nuHn/iJHeaZGdvDoUbbtjnIIcs4w3uPcRwTI0rpatf1uLpqsd/3Sc7okqW/9W0s640elqnS5KasPaLBEKWobcu60XFc0ksfiLGCbOdDIEBb1ynVisTUHLpJTFcNyZLO2y8IBFhtGpJs6j5olLHDOWg0wwzJ1VyuI1yWCeq11nUVDocqAS+y4V3nXwk0kvGVIUTIGX4FLqXEVS1PpontOoZhTYE6wQjXoLGMJaNWsoxiePgMQ15L+qxSlioJ1TQBt7enXCdFUw85oVqdn0yfuIYFLEzKJQCo8TKWkVn8kH/vXJZqe+y+LPVFgPF+qw9jEMXsKHkiRnN7XciAiky6S2u3KiSTkiazNlsmMe2Z5OyDAEaeK1VxLaXkMaa9OON0WhOIMUYkhhUBFfq2RdftIEMZ1RNzXcTMUDKh5NE0yLWyBPBVSpasKRGhuq4lqUWsxs2auospi3m+dO/q2xjCQ8Bwy/bGojbVWEi1p1iguj6ua55Rfc/PkUxfiSVbS6zXjJFzSxn9Niml9xYDejNyMynlCjlKi5VzDkUf15iAbUjf4zMbb0wi8meJ6ex7U7RorwFWp2troGQ3+S4xuXRZtuHzc5Pag0kTntVyxxVQJZBb8pnH+ljOF+dH7wC1U5HZT3WWKEls4bzmdWoMrrG1/LlqcQnmIwIcmFDrOsUAHehgHNManxL7m1qoeMDBZ0fXqqLShvuDdb/LGlCl+kf+jtqJMD5YliWfkdqHcBEOyGfUuMwIMaJChANjAjqwcj/GtC+aukr3H7DGAJ/c4bu2hep2dSaN04xxjBimAXPaC60D6qbCvnGoLyY6P1Zjnmf8zu/8Dt5++21M04Rf/dVfxU//9E/jt3/7t+Gcw8/8zM/gC1/4Qt5P77zzDj772c/iz//8z9F1THB95Stfwa//+q/jL/7iL17pOy8A8jL+1oxt7ZllR6sK+Bf/VY9/+ocT/vf/a8K//H8BwOEf/8M6BRc82P/P/zvg3/6HrNH5F/+8w9//e3oZr6ibCLgKta/x8beq/PkmybFeZ3oxjuOIcYyIcUnBCyVN/+zPAv74n434x/9hj3/07zkMw4K+pwSWAGICi/3Vz8tnRqeqXKrHoDnOuiIZu6w5KNrvdxiGI95++/s5I8uXkwIIAtBDD4xjja9+dUFVrdmye5qAriNwfP31BqdTxPPnMTNiXUfgOAzMfF9d9Un6yAyxpL0xOgzDmJq280W323V4+vQmsVtLsmSXSZFLbpgGHA0M3ZepiiWKMeJ04pw1jU/tRhacTiOqKgCoswSRL2SXAoEl1fUBXdfmnmUKhl4ECMwa/uWgUVJRPjc2Qe86C8YEOtcVGIYFyzKlzDvrnsSQCDT2PedItT5VBVjvNwONDDJjYmBUH2aOwqVro+okJckWG1NVMr/ZylIVjDE7LsMSuayqLYjVMJ2b35SMgNaFpFys+z2XpXL/RFnVV0Bdt3mvn4O8F7GMJqmzWisF1yUgfi9ZqtYhn/3D68N+X7JGl+bHGFf7Pv6NrktOv5KiUj6faqNSQM5zh8ZW5/eo6/hBAKMx5uYaSnZryeejJNTLMibzrAExVgBmLIvDNA8I8OjqCt1+h76vU7ImZnke1zr3JtUABhq15wka63x+6DqXZU7mXjoXHViLLIaPjJsYSAEZtV7SGbJVmzio1tYkmJJ0uzwXrA1fskS2rCGVJFbghGtkyeCAe0Qsap2SBtqHxnoq2al1XLY/oYTb5Ll89g4hVGmPi7VDUih4qJG8EjgAA0irC3domv+PvXcPsy0ry3t/4zLnXGtV7dq9N900N1FA5aqCCTcRjnhoAYW0YCKXHBXQqOcghCRKVBTREJUgCg/aaIxBAWM8KCAqiYARQZRW8YIgF+UmIiDd7Gbvqlprzjku+eMb3xxz1a6GFhslUPN5+unuvavWmpcxxhzv977f+7bTfKxjL05jUfMm1alZWTsBtZVZlLVGwbmuOYG5+Y/m9y4WmuWaUDmmAFFpF5B1KpYCXju9A4Slt9Nz215v00xWXyWsCpjVz0ALaDoeak+6xmYIq6ou0CFB40S1oi65OqZEPm5n9y8zhgTDSEzgrCugUo2Z1IlWo44ELKprsveurIuF3dQ1IidSYUTDGBjL+tTYYlFlVJYdSRhiAl+MsixSKM0JYpHVbvo1EehjorGW1hmatmFpHWlauxI5VaOmk+NGOq5HyfIPdbz85S/nkksu4ZnPfCbnzp3jYQ97GHe4wx140pOexD3veU+e+tSn8pu/+ZtcccUVvO51r+NZz3oW11xzzfT7L3vZy3jBC17AuXPnbvB3ngDIk+NT+piDxsrmaLVZw54zt7l15qef1fKBD3ke/509Nzlrefp3dmWjI7/zDU/s+cg5yUV86LdseP/v7cgCnOGXfiNAgmgT3/AvFjPmQ/s/cmFnYLPpOTyMOJfKC9STc8AYz3pj+Y4f6CEknvxDax515WlueqklxszhYT/1eWj/k4Tay/WI65r2axgODga0Z8N76R/c3z/kr//62mkDqeYNEliciyzVce21lne/F3Z3Azs78rP6Oze9KZw6Je58589LdXYYImfPGs6e7UoAeCpRHFV6tF6PiP14KjlnI+t1wHvP3t6CnZ1lqeQahmFAXRol/69KcdTcYy5Tlf/PWzLVeX+jc5Ilt78/TFVtZTFUEiVsXJxCodu2YblUGZG6kh5vhnMUNFZwe32gMSK28R0qLwwhlVBuKQIcHgYk+Fwq6yI9q1ImdWlUiRGT46efzk/uSyzGTwntT1O2q1bf50yEnWRtwzCgro6Sf6g9UdXVdr5hk01Onu6DsozavydsmEiA5yyjANs0bbZ0jDunUiqVGFb5q7ANTEykXBfTRlCP67ObnzN5wprUyJI5oKo/f7EsdS4fPA4wzgGsXud8YyzjT7+rAmPQAHJlqUQSr89XsxGV4W4aiZqZX+vHA4zboP36AePxAKu6dopDciiGWCJblYzWgX6MOO9ZtAu6ztM0HU2TADFqEWdneaYSz1OjRzQjUFylFTTa6Vwl4zUjjqDKXOscENmhSmt1nqjEWUGhRnko8NDnpz2NAg4UMNbixmaMrNebaQ6pmY2up3pvrTVF8WHKWh8LGBHQIUURPTfdoJvpOR0dr6peqS7aVd4soMdiTJpkncbk2btINv8K6tRER+ZjLo7Ttbd4LqfUflmVjRrj6DomkFSlpToX5jJLHafyjhE1jjx/a6sEU4C1Zg1Xp1YBteKoLaY5tc+9qk8WQgEAACAASURBVD4q4x9CLNenY6neH5EWyzyzdp7nSHmnziXixUAoJJyNpAzeifKhadTYR39+26RqGCIZBd2Gxju6VmI1dK2XMZyYO/HW9UPGcAiJMWaCylxTIiaKfFaAqLMG7wyLriFqC4QWVBEJiXEeb6V3VwoXmRQTYxjZlO93RgDpzmpFEyKutEmYMh8SYE0AI+qoeebpyfF//vGgBz2IBz7wgdP/O+d4y1vewj3ucQ8A7ne/+/H617+eK664Amstz3/+8/mar/ma6edPnz7Ni170Iq644oob/J0nAPLk+JQ85hJVBR/vfE/mvX+dud+91GY/8p//W+TJ/3HgHne2vOxnO25xM8uvvmiHKlVTaVDgtp818ua39YDnZqdckWNmNj2sNxmSxWVfKr+Gb3/amhe+NPKEx7R85xMMH/3oiLWxsDfaowTSCyKsSd8nup1E2HQ0baJx4lyqbJL2vsXoigGKmdwB29aVDMeI9m5I0LZjf3/N3/7thYnZUtZJAtgzu7uyeb72WstHPzrifaTbgZ0dpk3S6dOUvkvDZiNuq+MYuclNJNS774VNOH3aFymOJ8aRzSYWWZnIR0NYE4K4Y97ylpfQNB0hjKW6nMrGjymEGdT0xE6SHdANt8pUmSRfNYZD7rU4pQLMZWsaB6AGNKHkrcHOTjfJjXSzcrEZTpXq1Wr1cT2NapggoNF7MTHSfsIQEl0n1fu+l7gNjTyQfrAKGsEUaZvK4GSsK9txFDQq0yiATM5bokjkOYmJU5VmijmJ3DcBVG6SVFXGS+97BYzKTuhGWntohR2Ns819/V0FtRIGXpmhOQiaG2RIsSeXQoyZ2LW62buYZTx+A14ZBGW9VN58HGNZP2/7uepxfYBxLr9VGbEyGvM4jDlo1Dmr8QOgRQ7ta86oA7TEdMjGen59c1le/Y7rB4yaJXgcYKw9mdv5iMMwVvldMKRUex03m5HNMGKcZdU6zqx2S3+qAGBXNuACMuMEGrVvT6SHVaKs67dI+MM0DtRIZW4moz2Mcq3VXVnZPwWN1XykunFqEaFGM5ipqKBRHMoKpQQxSPGvbdW9VuarMerCKWC3spCuFPIajvafzuNytvsaa9C7qCECxhiqQU59h+QsPYPKYsm12wIWw3TdxoC6G0svvrBRovYYZ0Wl7XzFWjhzZZxKhq8WLEFZT+3LG8tn1GcjnyEqmhCqdF5ZSMlyVZM4/d6aqbidDZsLWBT5f52Tusbb6f81S1ecbF0Zx7VwpFJvAYgqO5bxKuvRtry5FoIogD6QEeUKiEOqgGRl7FU2KyB5zkrLPRCWPOdAPxjGBCaLgyvGlHYXOW/vHG0DxjSlp1HAah8lBzLFSNuWopsz2ClGxbDZDIwpMiKusK64uS+SxeqaUCKpImCKTNiahpwkuiVbizUeayxtc7L9v1GPf4AeyI985CM8/OEPn/7/EY94BI94xCMA2ClMwf7+Pk984hN50pOexDOe8Yzpnb2zs8OFCxcAuM997nPRZ9///vf/O5/PyQg6OT5ljuuTqFoLb/rzzD0fesAYE5//WYZX/eKKy29q+e5nHLLZN/z+n2Wu/mPLV3yZylYpUioNHc684McXfN8z4cKB5z882aFyvtN7jhc9e8Vzf2bkcY92nLkk8773Z577c5E4DDztx3r+1b/s2N1pCmiLpSouMRgf+vDAgx+94UPXZV7yU7v88cv3eOlvrLniPi27uzCOjv2DxGop0rTFop0232IM4thsevb3++nFpz1pFy5suPbafdq2gp0Q5J/FAk6dMsTo+NCHxM69aSKrlbiqLhphN5dLw+6uk0b9jWWzkQ3umTOWnZ1lYS8dp0+3tK0tm4yRg4OelGTjd3AQGMeenC27u0tudrMdvPel7y9OmxUFjsZIpMJc0jcHjtVoQNkF6PuhxFYI0zWOmXHcIHJeZTF1oyKxHWoO0XUNq5WfgUXd1Myd/tI0rqrMzKIMVK3cC3Onz1ocUdvCtMimQfvz+l6yI9V0QzcturkX2a5HWgwq66eGQfV8KBuzNIEWYXPnjoKW5bIpFf7KmorbbSzSPzVtsBPI1nuu16gVft0gqvRVrlfjOty0yb2YZaxZcxqUrT8jzzZPVXJ5XkwFgjmoLGc2ew4XrwcAc5ZRWE1l8D++LLUCQLaut57HNlib3A+TGhAJU3wc6BRAqM8sogySFl+EsdaIBy0+eLYB/DZg1H8fBYy6YZ4Dxpqjtw0YFdTqfVPpnAIXMeJKhNCXOTYyxsgYE13rucmZU8VxWs1uPNrfGkIqWaDVeEXVIN770vuWJ4mz5uFqjqdKPWv7QR17Op4qgyzzVFUYek/UkXM+lvSaZfzpXNIevTBt4GWOQJURy3+DKEs0UkJM0URCKj3TrhTvzDSG5vNK1zOVUuoc2WzCVuFFzaBqv6cCnmqepWY2oGuK3CMNuZe1Rtbd9TrifZ7mhfRV5mn8Sj9eLeAIyBe5vxQz88SGVvCZyzqiTtcDORvG0WLtOBVSxP1Zr0vu0xwwHgXT2t+pMSBz9YnIKaX4WGXGYIwrjr2RWEy+TOmR1/GTkpuNQTf7TDsplIZB+xYTMYmzeggSZyHSVTHS0TVH5nb1T5A1I6I95TEFwpgYI2STMClircdYByliS0tF4yzRS6THGAJhHFmvE65xxBBpi3P4onEsWo+1cg/VjK4PgWwd8jaNtE2Dx4AylSETMjgilkxKon31JmOsobGdvBONXEuMiYhhM4yiMtrbvWjdPTk+dY+zZ8/ykpe85Hr//gMf+ACPf/zjefSjH81DH/pQnvnMZ05/d3BwwN7e3o16PicA8uT4Rz0qaKySI2WN5pugP/zTEoI+WN7+zszXPWHNK39xxf3+Scdrfi/hLNz59na2WUql2V0Zn4amyTzje1dok72ClxgTD/9Ky9f+M5GujuPIshtpdtfk3nLJjlQDpdexwbmEcw0hjGw2Iy/85cTb3+tJY+TfPW2f33zxDk94TIv3DX/21pH7fu0+w2D4+WcvefhXSj+cVOjtzIBHzlWr2efPH/LhD0vV0HtYr2WDlBIsl8IspuR53/sEKC8WsFveBVqxPbMHl13WsNlk+t6wXkvv4qWXerzvysvScfp0V16ilhCGYkrTl99b0/eJtvVcdtlpdnZWBVQaxnEsL3x58bctaE6XsiHHyVSFjZWlJ6XEwcGGEFI5h8Rmk7E2ItIsWzbKZgJLh4cDKQk7u7u7mOI/BHhvg8b5xk5dB3VsqWQJjgeNbdsUwKigUTa4wyC9ojkPZXOmPUfuY4LGylTUzZVucPTfUA15RNpo2dmpmaHSgxqnDbPKyY6aER3X16cSK9l4yf0Q9dPFmYzyrGJhXjNz9lfDwivLd9QcRMGAngPTsz7KMh63HijoEcOXunnWz5n/moCKi2Wp2gd8HGDUgoEy2DU6w1wEUPXQ+6LuxwKO1OzHTv2d2jOqEue2PZ6RnQPGo0D2EwGM82sX0w4d16mAklTA4sA4Soj4EAPDsMG1HWd2FrStx7kWidRoirTUFHliKkyYZv9p9IkvWY9M90XNxEKIqPlY0zRU0xSdo2qUVAsLWjxU45Hah17Hy3zs6ziReTPO5mpGJfRt20yAV42s5LoC0hfnaRpRgMRoy3hrimKiMs/VeXV7nOUs83EYVDmSp7Erc8qirKAWoOo8qv3G6qBcMzFtAfHCFApwD5N8XKNyFBzmPCLKBjt9ps4NAah6f8Vgxzl5RsIEa8FI5qi0BCS8l7XD+xZrNYfYTqxelbpW+av2JOoYlkgOve5c1gaPtIDUe6Bjve8DxmRSNngnstum8WgcU41m0jzcylTreFeGMYRYjGhkzDirrSiexuucy9PnqQxZnmuiH4qZUpTomWyN5DgasKVv0uJIzuGdFVDYNRz2PSFGDkf5jqaVid62TekLFgmtFhGGsef84QaMwVlLjmORzXbElDEpEDGsx4g3hjAOeN+QsqEx4LzDGsvCeHKR96YEIWf6MJBixpIJSc4vmUxjL15/T46/x5E//o98Mo9rrrmGxz3ucTz1qU/l3ve+NwB3utOduPrqq7nnPe/Ja1/7Wu51r3vdqN95AiBPjn+U46hEtZoizDd1uhE0POzBDT/47JF3vw/AMIYG7z0vfb7jt383MoyBrhnYbHSD5kq135eKp+h+tO9MXlgiH5ENoLiKHhyI0+nuruVPX77id/4g8WX3EqdM3VxKRXRksfAsFo673mlDcmtMA/e7l2zAtHr9iv/lGNZSlXzuz2z4mq86RdOIKYxEN8i5qsTwwoUD1mvNp4PNxtD3ma7LLBZSLd1sHO99byClwHIJZ8/Cek1hNwVYdZ30mxweSoO+MYnTpy3ed1ibWSw8TdNOwHEcB4YhE2PPwUFks1kjbGLLrW61Q9t2RcYakRB6ATTat6Q9icqqqeHPcTJV2cCMHBwEjAmI+2xivY5TVdnapsi4RMJ0cLBhHMWqfrnsaFs/MY3a9/exQOPcQbACtVRy1UQGJQHTfmIac84TaBxHkRbLxlNe/CL9spNsTsxCQHu/5ptemDNDteo/39ANg2z8l0vPatVgrZ8KKCHE6VwqC6ISwG3ACMr+KAO43Rsm+Y7VxEjPTTexshmVeyQ9q9v3twJxps07aC7q/DlsZyQe18tYWV81r9l2kZVzu3j9OCpLVUZV2d2jgFHvvbIx2stY2WC7xXLNJbRakFLzEZVoVnmy9uJt54hefB+OB4xqqHIcYJQYD7Y+Z/va9VrSZL4l650UdmKMbDaBzWbNMEIYe0IucRCN5+zps7TtApE9+yI7N5OcT4yQZMzo3Gyahq5rJkAt7I4WQUS6qKH02qvbtiJ/VOA0B43aE6vg23vK2uKm+1PZ5spspyQ5kuMoUkC5N25irlJKkwJCHVa1DzRMIEhUJTlTHLLVDA1qLmhlpbTfTcecSLlrxqEa0chcqGNTzj9OEljnqtOqAmkxXXETSDuaHapu3GqEM45Vxi3zy5VnUqXWugbFKG0cUsAx5d7o2m1LUUDmtsrepbdbe6ZzYaVr4UXHvhZEZA6bWUxTVTfIXNF+bxB2VZQ8U2+3kRzF5dKjMRVyvy01EsQUlo7yWXmSKMcoAClGqUI7Y7AFkLWNL+8Bvbdzma/M8TEEYkqQE0Nf7pW3GKDz0C2q7D4k6WHMEYYcSDkzDI4UI8tlxjuDMw2mobx7ahEv5cxh3zOMYsZETuQ44p0Va5wUGVMkRAt5JMeIA4xvaJyl9Zm2WdD6jhCLUU9ODCFgjBSHDBnrIWFK0RuICWctZIdLiUV3YqLz6XT85E/+JOfPn+eqq67iqquuAuApT3kKT3/60/nRH/1Rbnvb2271SN4Yh8lVS/Qpd7z1rW/ljne84z/2adzg4/+08/2HPq5PoqobA31h6CJfwWSeKrlP/7HAO96V+MHvarn1rYQFu89DDvmjdw7cbM/z1t9esVo10wZYNpZmqrKqpEoquFLBFjYpFAmRSgZVxqTZbbkwP7ZUPLUfRzYPb35b5m+vGbn/fUQGqhukP/jjgfs96pAcPD/1g5aHPUhf3uJYqP1m1113yGZTIwPEEVEA4WoFYNjf93z4w5KLt7MjTqoSBC/gcbWScxtHyzgm3vTma7nzHc+wt2exVliC5bKlbRvU0GS97tHQ6/PnN+zv9xhjOHt2ySWX7MpmK1DYCDfre5GXt7qfKvuiy0llUcwEMlPK9P3AZhNQt8XK5FAAnGxYNGxcIgTEeXW57NBcx6NgRcfUUdBY/1z+TkHjMGjmoS2gUc5VM8jUzl/BlFaLNeMuZzHn0PxI7VeyR6q6cxlXzSKUzYQwmQIau86xXDZl467g207XocBRQfpRwHiUZdQsUZWyqSxVzmmbZdS+vLpBk02mAsO5y6gabVTgVa+3snvmou+Zr41HWUbdBGtch4IjlTJuM3Mq0dPPr4yznsNRwFllqfIZUghys0LD9rnquVXJHZNioP5eZZkUgM7VFPNzOPpnVcJ9MWCcX8fR85o/a9nEK6srn1HlxYH1OnJ4uCYmiGFkCJGQIk3bcslOS9etULZJ3ENVRlglzir9F4Zd+8lkbOi4oZjxqPRTwVIu/Vna96b9ZPpMlZ3S+CFlFGvofXVRVUMWAViyNmq8kvY/ai+6FgmMkXcDxdxGesW1iGR5yzveyV1uf7vpmTK5b24/x+q+LRLGyrLq89FMwsoyqsGKMpfy3XV+iEohl/nkyv0BlYWPo3yuzmVdR3O2eJ9LsctPRRPtz1VAWHu303QNIvWU+do0lHecL/dQCmHb8yxR5988S1n/rfmSynabso7Zci/dNDbHUcerAuk8qRiaxk/vVx07CvyFfa4sZwWMEs/RjyJrzQmsk1gKZ7XX0pfii74HKmiOMdEPIyFmYkrYwlQ632Cc9Bc2jTDvOWXGWIxntAXDGULKNNZN6yJ4rNGC3Uw9lSHmSIqRmDIxgyNjnSVlS4pSCP6zt7+Lu9zh8+V5kDDeY63HlUKdMx4J/pB5HJKssv0wlqzIBM7SuAaT0uTgipUNhiPivMNYKaiPIeEtXHbpGU6Ov//xwlf+IV//ik++KdGff8vepxTGOGEgT45P+nEc2zg3QdHKtbwgqyGIZEpVq2xj4Gnf0U428YeHiWHI/NGbM+C5Jnv+6v2GW98y8L9eH/nCOzpu89ktCiRDCIUhkBfo/v4GMWuAECybjf69nW1mEm/8k4FHP37g9CnPy3624/LLpPqtL9iUEne9i6dtJUtHgtkFJP2TL2r5mzdkPvrRyN4pfaHrCztw3XUjwxDKxqMa3rQt7O3JZu38ecuHPxywdmR3l3L+RRrTZE6dEsZxHG1xUJV+jzOnYW+vw3sBjl3XIg6hsTiEBoYhsL8/kFIgJcull67Y29tF+u/UVl9ZtjwBT2OEla2yPt3EMW3oRCok916ksNqDU51aZWMqbKMYFUQODw8JQZ0FF+zuCiBXCdn8vlejkG2mUXtzVB46lJ4PddNdLJqyiTdlo+KKDC8U1kU3zxTQqBLKzGLRlA1Wze7T42hPlGw6tZ8xstmMqHNk20q1Xcw65JmKpK8pG9AKSueSz20AVp3/dAMr+7ZYwNLHZhkVCLatbLJiVMdJqMYpct3aV6rP4TiW8fp6GWOkSNlUaaDRAcezjHNZ6lymWM2OKtCaFy0UQGg2XZVa6jpScwLn8tbKYmw7Y3adSlP1HFL5u2rco9eo13FjMoxAYWqUiaoFtzLbphiKcZS53I+9bI5L/5z1sLPs6Lq2yB5VdutLUS0VJnGcxk7OruT5+ak4FGOi79UJuMaxWOtKgDxlnhpEAquySJ2vkRq5kFF3ZI3q0agI/UdBorBwCZGKulnxTwGfOoiKzLaqDOaFCd3cS/zCqhSkFLjqOJo71c5BvsyLedHETMxgKmYosianqeCjYFyMYoSRlPeNAo8CZvpc4qBGkSVO/YtyTlUCrc9c1t22tdOY0V5WGRvy3QrGjfEoOyo/b0vsBqgLaS2mVOZUvrOuZwqORRJtyhom4FvHqRbXxJFVwPpchl5VKqrEyEXVIvdU1is3rRNSdNwwDOKcKz2Q8nPeGpalN12+Jxew7NC8WjmnkTFmxiitLjbru9Njk8GZjLGQyeQYOQyJNgjiN1YWVe8sWIMhY6yjwWGNFrt1fhtCihgb6fsea5zkps5zN+PImA05eKwJmBhomobFwrPsOiwB7zwhyu8NMUK2hHFDTtILnwwYa/HW0TpP4wwRif3R9gtrJVFSig+JMRmyMdgsGaeNc3JtJ8fJ8fc4TgDkyXGjHJtN5lHfPPCmtyQe8yjP4x7tuPnNagX56Oa+GiOohbsvm7iM96lkoxl+/pdHnvdzPf/q/7E88kpxLE0p8NHzltN7ht3dhsc+IvP8Xxy4z90yt/1sw5WP7bn6TyCbkTf9huGWN5cN+nUfhcP1wKVn6yY2xsR6LbIp2SzJJjilwOFhYrm0POMqw/v+xvA+N/Dj/zXzA09upw1f20possq9dFMuJjCJYTjAWctNLzOEoNXZyLlzh1OfxjBIVd05OH3alN+1nDtn+chHAs4lLrlEQOV6LS+/nR2J7GiapjCOmb6XPMozZzwpNXzoQ+fY21tMm+BhCBwehgL4Bg4OAiGMNE3D2bN7U7YbMFWQay+PnLuyuUc3vCpTnZtqiE1/mPrBmsaw2QiIaFsB3CpBW6971Lq96zpOnfJbkrfKXFR5pUoQPx5ozFl6aCRMW3+uyttEPpoQ5q9Gqcj1yHdcDBorm6cb1toXpU6bsuHabLS3ckRDrEWGpaHrcg/VGEKzC+eAMU9SRabvld+pbBzU8PrrYxmrDb8tYAF082ttKhtfZW63Aey8h0+ZiaMy3Xq+23Ji7YOVzWEFV3P9y/UBRmUNr88spt6fMI0BYRn9DMjXzbgwP9UARxg0OQfpp7VT4UN/r8pSt9e9o4Bx+xr+/oBxLlcW6aIwUFJsCZNj8TCsSdlCjjLuEyyahlM7bRlrCe9bus6WfkRhDodhmIoRKr1s28UE6vpeY4QymvuXs/Qni3mTyNJF4q+FD7YKS1p80jGj5izze6cAUwE8hW2Rv1NDrCqbVbmkuKvWPl15RnJ+2l+nBRJlWK01WGrfnBaLtOdSoz6EBVQTqJr7CEx9yDHW+AjvxfhLmP9E25oCwmueoPQEJkIYSy9jM/VKptSgjuNyP0RaKuN5DqqkF9y5XGTLHu9rpJQWV3S8apFGTHNiYa5juV86jpVFT7N5ruNYDaJUiq6FF1vGRCqFJTdbk7WAWOeIjgeIqMS2bQ2a8alFnHEU5ccQI157Jq1j1WmklPaPzk3ZRKot610gUozHyDjjhJ109ZqGMTGGQQpJzuJKdAzOsPQtYDFZPAhS9lgjLPEwJgzl+8ZI05YxGCHmTMyJxorL71DGr2Q3WlqXJT/Sd7KmmYh3LSlbLIYx9BLxEQbICestIRuaYrRnshVTHuSmOgyRiLHgjBXPh5QJOKzPNL6secZh1dAuJ7xrsM5JRMjJceMcKtj4DDtOAOTJcaMcv/I/Ar/2ykgI8NQfHnjW8+Avru44c4n2EtX8N6lmanCvnSqXKhMDeen81u8Evv4JayDwe3+S+PIvWXKTsw1X/VzkKc8aOXUq88aXr/jxH2r4iR9up2ro1W854OAQFivDX74nc8ubw2//3sBXPPaQnOBnntHx1Q+oxgLWNuUF7FFnwuXSsrsrlfUvukvgFa8XOcpd7+ymcxVnTjXU0JexSG77fph64mq4uchEBaxI/uKFC5lTp+CSSwQcx2i5cAHOnZOcycsuo4Acefnt7QnQbJoGtX0fRzHlOXPGk3ODtbCz03L2rDi+Sv/eOG0YJSJDmLTd3VNl86JySXmesoGqOXeaRabyKHlGhppHqExlYhgG1mvJ2+w66Z3cbKQyurMjFuXKSPV9YBgSq5Vjd3eJ9vV9bNBY2QXdsCiTraBRmQUFjeouqnIvzY1UkKLmPiJjNUXq5dEgcg2j1r7B2oeVp02nOihK/uJYzmkExPmxaRZYK8YqlWGz0/fNzVbqZ2+bEFmrEksxM6mus9tSR401UdZYwUtlgky5hxoEX4s58j2VSVQAoCwjXCzVraxo7VtWdlOYhTlQqr83Z/fk++XPFcDoRlbBgQItlc/JoWYsOkbTxDLWcygbx2GcCj0anyIGOHqtTH/XttvGPRWwHg8Yq6MmZaNtp8/9uzCMOhbUAVIkpSLnFgflyDiOMnfGEWvFjKuP0id3amdRxlrCuW4CMiK7l6gOOZdUAJCl6zra1k2MkLJver4q4xagJvdmsWhKoYnZdWaGQdZ4jY/RfytAUTZGQfy8j1aAjQAKkZdqD7uZzlnHmQI9Hf+i6jCTFF7nlz7Po2NPz0HuLRNQEtBeiw4SjaPFmFzaDnK57wMpyb1tGiYgrTJgkRWr2Zi6rUoBSthf7fdXtlQYXR1f45hmwE8LPHnGZtZ4DTXl0eem5y/nEKd7NF8zyiycgPe29LX2CKrpi74P5N1Qixx6bQoY9fno3NX1vGkoMn1Km4Kyu4lYZLPWWKyDnaaZrkeLvQAxiRw0p1LszQNZ5aO61iSZtCFCSCM5iSmPswZMpi0RMsJnmjIiI8Y2mMLCSrFGehQ3Y6SQ7OQEKSb6FOg3kIZEyhlb3h8JsC5jEzRth7EOkwOtN4QoLOUYApucSVFYz806MMRM4yzNwmGyp/ENIUnfYgyJjOxBEomczFQ4TFi8Ra6iOCw5QwG9DRgrvxujFGtDxNqId7DDyXFyfOLHCYA8Of7eR86ZgzWTuQhk+t7ywb+Fs2dq5VVfuk3jyiZb+i+UbdQXmlYi//3TDwHZgGMdp/fE9OXHfiaQAxxu4DVvgIc8wPEDP7bhlrcw/Ntvanjmd7Z81zMCd79L5h53FVnir74qkDfCMr3o/zc84qtWiNGNsGMS90Exl9GQapHzffu3GO52p44zl1jue69u2qSq5E02SbBexyLLlJf5eh3wXl6i586t0dxGZRx3dzM3v7m8hDcbuHDBcf58ZLGAyy9nMlDwXnohm4ZJ4pSzmK4sl46zZ9tSlfWFDRBZ5GYD1123JsaeYYis1yPOWU6dWrC7uygbYpHpapUaqgxSQJSAct08qkudZprJpl02gQcHa8ZRPqvrLJtN5OBgw2LhJ3Ma6WsMhQ0TKdWpUx7vm60eHt38XB9oVOChoFEkw+Yi0KhjzjlhwoWxyNPngPZ46sbOo66kGoWx7aJZAbRu/CBOTM04DgXYiNuec56dnW5iFxV8Hccybm+65gBF2V35c63sy8/UiI0avi3X3HUOlYqJrLn2VGqfjjKpen5zlk8///pYxvqc5m6P188y6s8oKJYNai7XdLT3TCWHld2tUvd6D+e9jCoxnQM3YejGCYzPZZM6zpWJrUz78YBxDmLngFE2z2r8U6/5KMjc7lfNXB9ghPnnxyLZz4SwKdmtg0jjUhLjD2NYeMPZ1Q5i/tKwWIgEVUzERKouUmppqckidgAAIABJREFUFRBFQFukoLmsS6Gsw8psybMVabUUzET6qPJNpvGlPcUaJSPPSIsQMoeV3dI+c2F2LdrjJ7/vS19jnMytRN3ANN9TmkseXenf1D7OqpTQ4pACJAVV2ke32YzTZ9d6yXbvoII3aaugzEU7rfnLZXVI1n7ucexLQY7p3LQPT74voe87WWO1p15zIguQspp7qKZveVaQMWU82ul8pXCWUNMcGceyvst3qNxUi2ZyHlLs0n5YHRvKJs4Nm3T90ntVC0O6DgjTqGNHrk8Ko7qWyzM1xtCPcXomzlp8nqsdtE9TjGDimLGmrDVkxpQgQwpBwF/pFY0IwItFqmtNoimyWDEic6SMGOzYTFYmOssaa3JiKFmPzprSYynFm3UypKEoFlRKr2xoSnjbgHN4B42FlA2bUX53CAGbDSZnrJeYn0VraIo8fHe3YanO5FGMdiASNe8ylrFgwRtbzq28C7IAYowwtWMcySkxjJkQIxCwJgsLOsnWwdnPQMrsk3n8A+RAfqodJwDy5PiEjqN9jZeeUbc02eg/8qvhc2+TSq7fxWyj94bXvcHwr7+n5+539fzkMxuknycWxi5xzy+2vPHtDoLn2d/r6Dr42V/a8OHr5LNsMnzvj2x4/Pclhj7TtIbLLzU89mtbbnYpPP57eh75+ANe9JyOK68w/MQvQgyeb3vskqZpSt+PREaIRNEWNkA2L30/8rJXw2fd1HPlgztAc7tqKHUuUk2p8MrLd7OJtK1sFM6f7wvbJsDRWjHFOXVKqpX7+3DuXGZ/P3PmTOTyy+X+6qZGDHIMq1XD4SFTlbhtHTs7rlTcRZ4pjIllszlkfz9x/jxcuLDPMCR2dhynT+/SdYamWSBBzx5KdpS+7GUzbaaeuHmPW0pi469GMyqjC0EZRoqsCoR9FNComzIJnzZ0nWdnRySq3h91+KygUTfsR0GjZE+GSbJrrWW16rDFSEQ3psh2gmEYy2ZemDsN967MnIDG2vfqmGc0HpVkKhgRMJzp+77Y4ktvU9d1LJctas6hgEZlkPP5owZGFSTreco9VzB7NGJjzjJCRuMQRGpYreyZeqH8tKnTz5iDxrnM8GjPZT1fPS9lhOfMQ2Un5yzPHITVAkQFjPLZ24ARqvQ1hFA2mWYC+FUOWDeZc5ZR2DllXbT/UZ9zBXdQCwdzfPzJAIz6vKsM0DEHjHqEIM80hKGsTWli6jfDBoNnHDZskkQc7HQdmlO4XLYsFp6qTIjE2KOSV+n9bdGeP2FpY1m3YzFvkTGjpjOLxWIqdgjoV/ObPI1XX7Ls5HnXMaZMmIxH7aPTokVC+2WFBXbTPZZcWXUwjYXRjGUeObx3zB1ahc1TYFOB65w9VVmk9oQNhXHUwqa2ECh7LnJxW+T3lO/VfmM3PavqIgrK8KuhkJyTMreU8VjXuQqi/ey+mMIuyjtO+8/lGUhhSBQuocznON3HVPINtUii90TAvkXdhEWZoEoWT9s6vG9RcHhUXaGFAi2A1fGtc3S7ILItW1c5fGQo/ZOZTOsdFpFXJp0rWVhCsuQzquLFkVmHgCnO2I0XgzDnLJlMDALKTGHesrc4EZoCHmdFfeGsxxhHTJGcpDCSiSSqg3NMkXEYWGMYY8SlTMoB4xwGkbJabzDG0XiPc44cA8Zb+pAJsedgEyEbvDE4b2nahtWilZzGDAbHGAJEGFWK3UOIkcZ5nAHK8/PGggHbNuKgSsZZg7F1vQsxse6LA7IZxHnWO7q2zIXyTo0pkgrrH8cIObCzs7x4ETo5To4beJwAyJPjBh9zhkBlRTFmrvlI5vw+NF1i7BOX3zzxE/9pNVX5QxAZjRo36MbzMU885K/eH/nz9/Q84L4NX3WFbN6bxuJcwzO+x3P/L4lcdhO4+93EROWNf2ohWjCJy84Y3v9B7ZcRMUoYA4eHlod/2wEMiQ+cM/zP1zQ87MEd1/6B9Pg1TeLwcKRpDItFO70wYwz0vTCRbev4jh+w/PdfS2Qz8uKrLA+8v5vMYmpWX57MOfpe2ENjItdeuykvV7hwQdjDM2cUTBnG0XDNNZn1OnPJJXDJJVUutFjIv9tWDFWGATYbkd2JRMoXENeUXkJPSpnDw56DAwl6HoaeTS/ukavVkuVSnVhVjqXgUEGLbDCbZh5uL383joHt0HABHOt1IKWRKkmj3DtlNQRs932kaTzLZYv3LWpqss12XT9orBvAUIK5pUK+XLalki4vUu3tizFP7qbSIyjZbyIVheVS4l0UNMpmtDpMKkMmbEGNmVAZ32YTGceBvk/TJm1vb1miDbYluDUY/WJZKiiLoxtzjce42PxGNpyhXGue2BZxPVSjooAyxNVAowLBo7JTve/XxzLWjWBlFHSsaESAbiy3QaMyU0yAUQBXHSfHR1LkwjDJpkoZcGX8ZY5WhlWZEImqGAoLJsBE5qSfCh16vXVjPQfHF4M/BTN6XX9XwKhrigJGdxxapP6OSK8zKY1Fri7FicPDQ/oRSANDShgTWXjHpYsVzhkWi47FQhgNNcKRMRJKEcqxWPgy32wB8hK1EeNQpMyhgAFX1A4du7saIl+NbHQ9UEOiOUicS3917RCpfv0dWd+EcZReUzcV46SfUosfkjObUigA3xXwXYs7EqGz3U85H7/a9ysFJXWVBZ3f45iLaVqezkmYRclIBT8x7MaIo7bMaUeMcYthU4An2YbqIC3FSQilWFDAT6MMaZXCV2WCjlFdh2rf82Yj91LuuzCN2oMo7wLK97tJySCmVbo2yvxu24bF4vqKQzpn5VkLeNWCSS00aV/5XAYrz6A6VqeUGAKMJVrCSaaEMM5lKAnwF4moAuWUMmOK9AFMqqy2BVxj6YdAKDEdKYpjqm1L374F7/z0rkrJkDFFupnAGmIKCIlbAHzK9CEQACPaVHAOly0mZXDQmBZr5NlaI4zkkDLnD/sCUg1dI7LpzrVkJEIkhATZyj3IubwlxTxPevBF6tw2lqY1tCXP15VmTT9FNtmyngZiyoyDIadQ1iSHNY7F0hXmWqJWEpGYM2GQglqKiWyEzS0qXnxT2xROjhvh+AwkdE8A5MnxcY8525gSvOb1gUd9a+B86d+77nzi0Vda7v6Fmbe92/C8H17StiIZUbmNMAfyojl3XWLRRW5185G/+lAgrjPf9n1wn3usuPym0vOiMpiHPrBFZUg5J/7NNzW86rc3gGVnlXj/hwz4zH3vZrjvvS1f+xDD7/5hD0E2AYyGO3yuKwxFmNjNxaLlhb+84Vk/1fO1D4V/983ClrWtZbHoeMvbIz/3kl769F3ibe8a+b/vK5XpvpeNddOYEmwvPXx9P3DttT0hiCR1vZaexVvcoikspQDHD35QNgN7e3CTmwgAks/TTDDZjIhsTTaCu7tibuFcLhI1kXoNw8hHPnJASiNibDEimWENiw52d3dZLl3ZMOqGCCqArExclRaqm16i9sWp22Ism1QFzg6QjMK5xGoYNqTk2dmxrFarCRSBygY/PmgchnFiN6UnzbNadTA5T8omoWlsMavR3rZcNr+xgE1T7oGw3ALw3LQZnYNG2Wyq1E4ZFAHBfd/P2CmKQZFshDWmYJ4BKHNH+7rk2tSev/6dgsbK4lUpaXVxpPQRaV/tnFEREwtfjGOUJagb3DnLqMfcHGd7nleWESo4UkCnz6qCSf19/b0KqraNbzjyeXNJYirnJCBD+nurmY5sgOvfV/Y1ToUBY8xkTjQ37kpbzpl6nTccMH6s3/lYgFFZu+OOeQ+nSEUVbCTGcWC9jvRjj8Ex9GsOk6M1gdO7e0Xy37GzU/sPJZ91JMaxnL+ArsXCo865EtdgSw+o5K+qKZT0DFZ5qjCecWJlhGFUhqxKegVIVTmrgIuIRidpT3HtkRNDGXU0FdOjVOZ6KBLRMH2PzCVbNtVNGftyPUcZcqAwzxoLJIUEBU8g/XYV8GqEksO5WJh8ivxcGETt+5N7kqf1QeaigDUFjOOYODyMU4Gh69qS8duizrEqIdUC5HxcxahRGwl16bY2TvetGkWl6d4oK6pycGVUZR02hanVQlKV4Vd32fm6uy3bVsmtMWmSJ+dcx4K6t6qnQYyRMUJI0lfeOI8FusbjrBbDytihyHRzJsaRZDIhWlIUlrkQcHKuGXKIyOtC+gGttdhSaDNohFQgY6fYmpQzMasJl6xmOST6cSCkJOeQIl70r6Sc8cYQsXTW0zUN49gDmSHCwdBjjCg9GmfF1bhNWOPIQBgjOUBImUwSCa21YIUxdNZBBuNErpvweKuFGMuycawWLRmR126GUaTeUYoqTWE9vXd0DUj7jSXlRMyRIcBmPYi8Nybpw7QWmzO+cbS+wU699q6A+WOXp5Pj5LjBx8kQOjmOPY5KVI3JvP7qxL/8f3ve/0FDLtK7j5yLkCy/9IrM/rtWk4EJcGxv44Mftc+rXxtYnIlc/Us73P3KxLDvOHdd5ldfHfnGR9WgdDFQgNddPfKu90Ye/mDP7T7H8hev3+O1b4g88HEXIFtck/j1F+wwDIm2tdztLp5TeyMXDhP3uGPD7W+X2WxG2tawWHjW68QTn3rA81+8gZz5Dz9peeQ/67j953aoRPHlrxyQTvxIt2P4uoe7yebemFSs2VM5x4EPf/iwMIUiVRVWUarVFy5EhsGwvy+VfHVU1Zfbzk5mvRanT2sliiMEYf1WK4m5cC7Ttg1d54tMduQjH9knpVRYN8M4DiWqI7NYrDhzRt1Da6aY9ubkrA54ZtoAyD4+TsBJDSkAhmHg4EDAtzCVtlT5wfuMyOZ6Dg4MXWfY3V3RNM0WaMwzWaAyV0flqcMQijw1ToBpZ8cVMAUCAA2LhS0OmqlI3qQSv9lcDBqrtf42aBTQoxKzyrSIEU6g7yWUWeaDfO9y2dG2At6VHTvepbRGhOgGTZk1Y6q5zFGWUQOxc9b+Ke1lTBPLKBEdc6azLuNHQagCdahgcn7MHU8VKMJcnlrZEP18+XeVuuln137F7WetDKQC1Bjr/dFMxipjzjNJYAWhEnfQT5tWNcDpugaV+jIZiKgsdZsZn9+fGwIYj/7OUcA4B5MfDzDq74G6p9Z1chylSHJweECIhhx71gGsyZxaLtnrxLF4tWpQM6eUAuv1OBnsiHKDwvDbCfillOj7UHpgQ+lZk3OVTFhf5l0uc05Bwvx5y/xW8KL5qqBASGIqdJ4J2N/u9dXxq32HatYivx8BKYw0TYPKNyXiR/uQLx67UlyLHB7G8vwryBGznswwZJwThtB7OU+J1hHncOfGAqBFyhmjmKRpNIewhvP8VXle6/U4zZuuc1PclAIvWfe0UKQ9gPK7lWlUGa4qAXQ8yT2U39E8RGFCFYhV8ymdj3kCtF2n6xuzNaCu6zq/j45vzY6NBbTUok2R+YY0yVXHEBhTlHmcLN45usawsItybrEwYdKrR87kHDBWjGtySmQKas2GVPoiQ0pYqpOrd7K2LbwhJ3WVFcY6ZgGOKQ5kY8hGmDtnzVQI7PskgNFkUig9vlqgcA7vLM5a3DDKvAqZgz4wRMlXbJxnd2lZLhzZNPIZOTMOmUTGmggKFp3B2XJnncGWMWBwxfVU2fhZJmpKxJTYBGnJiCnTtU6AsjG0TZGOI7RhSok4yJzOQMgJa0z5R2J02s4UsGjJSQyCNKNV1RzZZGI6fr06OT7B46QH8uT4TD6O60PThTxGeOAjezZreRlBxhQTi9Abhhh5319HbnVLtRKvm1iRVgXe+o7Aq1/bA47NOc9rfz8zHAIk8gj3+CI/beJykbn91usHHvJNGzKZV72u4wXP6QghcfObymbMrAK3u9xw9R9n7nk3qcqduSTx9lef4u3v7LnL7R3DaPnn39zzlr/MXPX0yNvfM/L8l/Uy4W3L0jtucsaXjaE48j34y+Dpz0sMm8SPfFdD20gVtu8TTZPw3nPhQk/fbxADGZGrXnaZ9JVsNoHDw8zhoWN/X6rNZ8+KLFXyEAV49b04pa5WUpXdbEIBSMIKeJ9p25aua8g5cnDQs9kM5fctw5BLlV3c/3Z2FmXz7KZNeLXpV3ZTJaYa02EJYSgSrkRTpDTVtVV6kprGE0Kc7kHbtuQszpDejyyXDXt7i2nzrqBRx5CCxjmjlZLEXIQgL0Ux62hYrexU+VeH18WiSuokj042Tmoi0baO1cojIdLHg8a5WY2EYDNtlkIY2Ww0JkFYWHXp7Do/AfzjmCntt5MCQwVu8vcVNB7HMlbWRmSebevLBphSqBiRTZ8rbHGDSuCOsoxQ2d3jWMZ5rIWyCvVQECj/vfU3Rp0Vq6TtaB/jHKjOv0+Ar0YPqOtsZRkVFOomVmXValI1jgICtMfYOb/1vTIXfDlPM405/X8de9UN+YYBRl0TjwLG4+7r0aOaDNVCnEY/SG4hbDZrLuz3hJiwBtbDhpAtSwc32duhaRqWy7ZI+mVMiDxSmBGNeVitap+iOiFvNiOHh31ZFxJqliSMubJHTMWXxcIxj5A4Ol4qQBd5rICsVICNOvy60utuZmBE2D25ZpE/jmMsvbqmFIk6VKonTtxuGt96j5VVHIZQFCDCvMsYlPVY1jDQuBoBtLmYlgW09945y2ppOHWqmQCfxkqJxFBdcc3snNNU8JP1uZnmu4DTbQOqzWY4UkQxRY5L+T3Z0LetKYVIMzGCWuyTnmZlL7ezE5WZlCJTdZvVAgwIuJ/3QNbxW9cwkbpqnmws86owX6OBPGIQB9AxZMYI3hkaBzudrLUZiEEBXcYmZWldAT9Jeg5TRhoHojBlIWGsxZVzbztLDgZnrAAxI2ZoYwjE4BjCWJ47xGyRNtiRjLilrvuBMYwCFmPEYwkZcVk2Gdt4vLHkmAlRRvQmjtJTiKF1lpW3xCyUui2FwHEE6z229E76piGmTGNKcaOxoglF5oIpJkUGiy3KHguEBDllxhjQ2psC2NYZFp1HfQgN0iKz2cizGJNmTmZamXSsFuLSKoUi8FaLN6V31BnGHMnAEDI5ZQiRVIrAkh55cpwcn/hxAiBPjmPZRs3WA8vb/iLw6785sBlHxHDB8Tm3yrz4vzZ8+SM2XOgdC+/5k7cYPvvWslERpz3N9ZJVUd7PbdmLZO5/b0+zGBkHWC0Nd7mj/G5lguBd7wOyIWzgzW8bGQZPjIGbXWZ4w4sX/NbVlqf86Jqv/KYNV36Z5wXPWTAMieUicc8v7nDO8gu/MvA7bxqJ68D/91T4/n+zg3eZ1DjuenvDz/zIgrNnSlWzZMJ9/u0M735Nwxg69k5l3vf+yAt/eeAL72RZNAPWwOfdRsxxQoCb3hRA8hgPDyP7+5aDg8RiITJV5+RnU8qsVtD30LZdkSBp5phluRRJWdcJcBEwkblw4XBykxSXVQrISHi/YHfX41yL9sBVI4Q0VeXVfGQYSr7VZFoRaBrHYqGOlpn9/b4YSDgWC8tmk1ivhwLw5FoODka6znD27M608Z8HyVfW5mLQuF4PxUFV+pyWy2Zyb1QnV++FRdSxVD9HXR8pvZAOBY3aV6Ogce4QKGBkJEYz3buUcukblY2TZj9KrIFntWpRk446XxRQbbOM2xEn2+Yy842wAkZgeuHX4PFcqudxYps0GLre14tZRpXmKbDTQ5+nAls5dwUK1VHxuD5G7QGT87y4b/BimavO3TQBQmVTmmabDZ+zjMpcilw3ztg5UzbrBpX6yoZdQErtL/3UAIyVZa59o8rmKNstEtWBg8M1QwTPQJ881iROLZd03YKmcXSdp20bYhQ2XNQPPX1vpt5tdaGVAl8txIjkPKCmQeJwLM9CxoEUkiTrNJdzA+1XTakWRFRyKT2KGsOh/aCWyjj68mxjma/CeOYsMv9hGMrz9rStLU7VFpHbbvcy1nEEKvXVqBORLLvpXguoNoTQlzUNhiGjztJtK27I0EwSXYC2ESAl1x+LA60AMmEdxWBM5KCypmgWrsjEZa3T9XMcc1m31M1ZJL/VfdQU9lFzG/Xa5Lmo1NQ5jzK2MieqkU2NvtI8RM2VjKQUyr2xZb23s/FR1wvNPhXX8Tx9z2ZIGGuQlEHpHQxlLlsr4GTROjo8MUVMzmTEDMk7CyUzNqREuaUSt4FUq2w2YCDlEpxhMouumdYgwZwOZ8r4GaVnL6ZYgLL0slok6mo9bKZ1cizPyBRg5JzBNwtiAhsSLkPMAmSDBectzojLqimxFynU9apRtjBFshVZqdW1oG2w3ok01JZoEydxIdIjWa8xhERG1AaN91hjQGNasJLCmBMpR4Zx5OCwJ6RMLGDRWwsZFp1nMa3rBov20zpcFGn6GITRHSOYGAhjxJUoJIz0ixqTscYQQ8aQJpXByXEjHfnj/8in23ECID9DjzloVLahbpCq5OjNbw3806/ckAcLpX5IG/jpH1tw1y/wfNfjlzzlPwZO7xqe/VMjv/YbI097suX0nryctD/sre/I3OMhPSTRePznH+34vNs5vv/ftnz3M0dGEm/685EvuKNm5sni/KgrW371lT1/+e7Mc77fMwyhZDA67vT5hne8awPZMB4GXvm7iWHwxapaFs9hGPmcWwQigWbV8n/9045vfESLsQ3XXJt4/Nc3LDox1VHplUgoE4/81jWve0vmqd/S8sIXD7z7A3lrkXjat8Njv8YVUGYK45jZ34e9vczNbkbZfMkGummULREjmZxlQ5GSBF0752kaUxhHR98nzp/fLzIsisSqbkibpmNvT3v7qosmVJOSyjaqoYw812GQHsbFokHt3Pt+bkQiG6y+H8v5y0ZkGKTfcXe3w7mmVPq3A6PnjpMKAkKR6IixRcA5x3LpS6+sVs1NMfHwEzOnQEM3lDmLA62CRmWmFDTOGWzZXCpo1AJJmhgFKZAoCITlsqNpxM1W+vC2+/20EKLsnQI3+b4KMhRozQGeyO2UFVR5d0ajN4ShqbJRlWbOWcajn6myt+NYxtpzqMUgzZOscjW9rjl4mv/ZUWmu/vlRwFXloJXRVnnv/HMry6hgWiW7WmiQ9UJ/Ru+HhrXr3x2V/h4HGHXs1/WuztujQEWBf702syWBPe6YM6DVFKkCdGUupD8x0fdrzu/3DGOiaxL9CEOMtIuWMysxl9rdbWjbdlJCSN/tISkJ4Oi6jt1d6bmdy3rFzEkkmgogJA5DTTkMyt4CRfot40fWIflzMWyp41djROTztJChER3yHKToIdmv8nzlXkpPozi8GpNZrboJiGkEhkr5aryHAthQnJarKUuVdmrsRC6M7pxxl6iR5TIXp2mV0fqJwQxB+iTPX5AimbKHOzuLstYIM6pjQIs3yu5BLkZeoO9JvSc1a3Mk55pbqUAeKpiTe2EmZlALDxpVA/IzAhjrmNKCQpWdq9mULdmXdhr/MufUeTWRicSgfYgZCnEmPXrCDA4hkrLBW4u3lm7RklLElSIBgDVqpBZJk0nNiHGemBO+gFtjHALFMs5nHI5QnnFOhhAjxhrGIYOhxGfY0rsolYwYIpskUmXJPHU4L8++cR7ftOWzMzmJQc9miDRtgAzZGpwgV9qFRGA11pAtWOdE+kkmOjC2ASNrsbWGbBsBxwhz6KwUwZ11ZCRWRApbGmWVxKQGQ6b0Ldpa/MspTj22m6HHWRhTkt7LLOButRBAa4wpUt7q4q39vCFlcoIxRGKIhFgKxsbINRdn3qFI0jEW11hiYStlnB7vAn1ynBx/l+MEQH6GHXPGYr4Rmx/KHDpneed7LEQxSpHDwuB4zk9nvvx+lptemnjkV8Mv/MrABz6Y+e3XZ/76bywvfcEK5xwSGpx4xW8lCHVD129kM/JrrxohRsYeXvFbmbt9gUprpE+lbSL//aqOEDSqwKJRDNZ6HnBfy+1vlXjz+zLP+Pc7LJctGmbf95mmgXvffcWf/eqSv3xP5AFfKvLax/0LX4wnJB/POQmFBsM4jlz9R5nX/VmGDfzAc3v8TrkFsmcCC+9+F5w/L8Dm8DBxeCgRHbe+NcXkRavZhhhhZ6ctsqg5cHQFZEtl3nth3K677oDDw5HFomVnRzId+36DtR2rlWe1Evtt3cjIPVPglqfNb+3lEQMNEKdVkcRSJKmhMAxSwRXQFWlbMb1QwLVaNezuNjNmSW/G9YPGzSaUCrlUkhcLR9ctZiDOFkdFO52PShhBnUVNsZoHBY0CJub9hColTdP5a3+YnEsqjKqdNtBNI0YTe3vL0m/lp3kh91bB2pxNrb1/+t3XJ0vVe6Kus/pc5DrD1OMk12NnvTFMc3P+mcoSHccy1tw3ZYFTOWdVFJgJQMznvJ6jbkSPAsYqweOi70upVu3ls2svo0qkQVlGUKZMwAJYq6BW5Xe1N1avT6WMcwCt5/0PCRjn90qvu+bdmQLEmNjlnGXsX7hwyHqQIHNjxVwjZs/ejsc5UQ60bTcB6M0m0PeHhCDjfblc0nXt7Nyh7/sCdkwZO7UvtGk8XafjyKG9p5LFlyZQpYWycdT7qvEVdSzVHtOy4JXoDS3MKJOsPYXyZ7KeinqgK8yaFngSUFljBZz6330/ljGjoEzmxjDEovQI5Tmb6Z4bYyeTMGE169wRd94RcZuVzGGRont2dwyr1QJdv+RcUhnDysDL52ifZ4000oJRLkAxTfdbAaO6zuZcfQCcU8BYJbOyTmybSMk9mt/nNLGbc3MclSpWcKvPNMg6mJKE3qeS82ukVzGlQAJCYdoTsPCeResxbVfGtynXmBiTmJWNqWQuJnG4jsZhTRbJpivRKprX6MQMRxUJOZUiVpmXroExJJyxxMIAWzJDlP5JjDCAY3G4NVkKrIvWQY64xpKyIcRAJjNkaJ3HxETjDK1vZPwX0OV8J9AuJ8YgQCobyDFIZEbbSiJkFudU55z0bmLwzpCMGPhoJ6PBYASDQ65APmVIMUpUyGgIZY3K5T6ZbPAOvDW0XUObxUl2uehYLhdT76waCMUkEl6yZDo6Z8t3SEE4i02DjGJjcY2BJK6wUsRT5VGQZx9NGctihLdYdB9gL6eNAAAgAElEQVRzzTs5buCR4aQH8uT4tDyOk6iqs6a6m6ohiUp1vJeN9gPul/niO8Mb3yQvQuugawxXPtjx0l8f+ebvOiANWRZe5Gdy1oqtgIMQLPe9e6ZZGMaNgRx57k9v+MZHGb7l61re8KaetoWHPqAGSKspwjiaYnBAyQPLBZhGnvz08/zUSwLf8JAd/vB/SOV+f3+NMZbFwrNY1ODkz7uN4fa3s8UAIU2bKImj6EuVOZUsNPi821hwGTycuQl8/7+G5zwP7vC58Ou/B84brvwKw3XXJQ4OpL/xFrfQqq/0N8pnWVarplyT9BKKyYNltQJrW9pWqpgpRc6fXxNjousazpxxJc/xAGtXnD69outWbDMHygDJJlDdVHWTrht2axNtW3vnpL9RpGUKkLTfTCzhDcOQWSwsp04tpheRSi21Jwe2WakYI+v1iNrPgxjeGNMWUCcbXgGNbgJb1awjT4HmsgmVPhtxn5XneRQ06mas7yW0WfuEtI8zJYqLojAii4Wnbduy4TTMZbfz+aJsit4f3QQeZRlrJmFAnW2rAYVBo0Ck+qyAiElSp2zB9UlT1XVS2YijslQ9D5UiClCtLOMc/M4BY/2Z441v5vdDwZoqFowxF7GMc9BYN9pqEkOJFdBNd0TZXJ3Tc0OlObg7eg76+X8XwLh9bTccMOpnV5de+bOabcvEloEUY6677pCDfoPFsmjld8aUaHLm9M4p9vYauq4rIEGY+b7f0Pd56n2+5JIFTAZXaQIFMn4k6kLWDFit2kl1UaXKeeqBA2Go9F6oRFxlzyoZrmu/tiFokUCMZ+RZDYUFUyAeUfm99yKnlzU/T+NfHEXlPBT0iOOstjlU52SN8jg4ECdNY3Jhv1yRh0qeqZiJ+QLYpFdaAKNmO6qcVKX5OtaFKYpJep4V0Mkck88WUGzK/ass43ZsjbzfZK2007qq8w3mxSVTmMBczIx0Xut3u/K5Apa18KjvqMWiZbGYM/mq2EiVYQyRkDImK7Ncer9dEuYMJ4yVEXaq9ZZl6WHULNqYEs5KBAlGQA85k6OMu+yErXPW4R24JDmMxkLoBzICENMgxQbnLQYxdMk5kbGEODKGBOvEEMTMxXtDHEqmphFFS2MctjU0GWIo10cm9BFroCkMnfMNvpHokoWXXkaK46kzmWGkgMGMyaOMn8ZhncWkCN5hbFPut3w3WSTVbrZmgIA144wUg4zcr5QzKcg8SVH+PqWIdw4Ka+l8aacAvHNoW4IxdX6BJaRIfzAWFpRKI5dFSN8z1llwYKyla6XQUtfKSDK27MEiYxinomrK6okArXclUubkODk+8eMEQH6aHpVFmMvPdMOkm808bb7VGEBkn8I2No3l9OmW//Jsz32+ShwQv+ER8K2PcXzebRM//xJpYCdbLr/csmo8d75D5qr/tCgW6fKy+52rEw/++p4QM/gMAd7xbgGWj7zSce46+MM/CTQ+lgBwU/pkmi22QECNhIQPo+HHX+ggGf7LL695/NdHnvbsnl95teWfP7jhvz234/f/OPLdP9Tzpff0fPcT7GRWIBscWK/F0MdaJpYsJcPh4QYD/M/nwRvfAV/1pbC3Z3nQl0q/zfcfWg4PZdO4WsGll1Yw1TSZvjek5NjZUTMhtcS3RZYkMRvSo6JRIBucs+ztLRiGkf196XlqmhWXXnoJzrUocNQgbw2OFkaKApTmDJ5WvT0qkxK52WYC47oJrs6WAK64v0oouYAmGTfHgcYQtNIvmx91DgU/SRTFhKeCRg26VwfCYZB+KenvahCJjW6ytD9om2kUkwFhkUV2llAHSmVHnIuEINlnbStM49ykQ2VpChJlQ2y3GCoFG0fBXe31kw2o9HDO3/mp3GfNavOog6UytfqZUGW62ot2Q1hGBem6QVeWUe+TPq+j36V/rwzMdn9jdUudR2zMzW/mstT6+1JY0KKFnM/8Z3V8mOnzqjTxkwMY9dy1h+zjHRVMy7hQllHNUhQ8izFYnFi39Xrk3HXnGSK0XgoEYQyse1gtFrTtgq6DrlvKxm4MDEMoPcCe1aphb0/C3EHD2UFjXGIcp3vbtoa9vRVd107PSX9W74v2OALTecrzFzCkUknvXQFjdhp/taAjQEok4NWtWK4/kLPD2kTTKGvVTONIlBW1gKEy+hgHxL1ZALeoSUJZz8RUJsZUWhh8keVKxp4WP+Wei0lPzrGoRwK+bNS7rvYRyrkqUzpOY89PMnHKPBbprKx/ohaokTiurFNa/FG1wFzSXll8HYeaE1xBSC3a6FjTmKac8/Q+kHVXxrj2K2pRMGcYJoYxF0An0k1fWD9yJiNgOaaEtw2Ng0XbkJKuG4kxQIoDqRjTjDHRei9KjRJL5IzDdiL1HMZEBkKSvFGLJURYtJ7GGTAO58VRtR9j8RRIxWBHzFzIRlxSU8bYTDaOnPIkv42bgTFGNmXMdA6csbRty8I5nJeYC2cszkvBOqUIscQIOQtZ7rtpGgFaZLzJJARUu1KUyIi81KrstwB7jDB/+s40KFg0pKImyCDAOEaJKdFeXm8gW7yTgk7TSIuLFuQxhmEMjKPsnWIEY2HoI2EMpJhJOU9MIyTaxmKNw5p2eh+FEMveyJGK6RsI4ylr4giTCZyja8XsyFqZK7FkpJ4cN+KRP/6PfLodJwDy0+y4WKK6LckTVq9KVDW/TrK/1AWzym5Sgh+5amQ9RnIYedVrMk/8po4veVDgYJ15zJUd153P/ND3dNz2cywql5LNoyPGwC+8NBA2YtV+i5snrjnn+OZHW976F/C/2Xv3cNvSqrzz913mnGutvfc5p4oqoIRoFAlXTYcGRW3RFgNoSxoQ1KaRGILQCBGeIF6wRAnIE8BWoqYUDQ2B0F7SULTtrcVWLhpRwAQtKChEQKS4VFnnnH1Za805v0v/Mb4xv7l3nSqquJQmnPk89Zw6Z68917x8l/GO9x3vuOmmnn/541vSNvKWP7K85607eK8ySin0ttZM7RQWixZjLM0QuOLygY8dRvYay+HG83//vtQ9vO53Ih/9WOAbn3jI9jDwlndk7n7FDv/0cQ3brQR80lNMgpV5y4bNRgxumgbueQ+4z70867X0ehxHw+GhZN1PnYKuk+crRjgqIXKlRyPkLIwTSMsMdRgUZ0Tpt7a/v8X7lssu22G7HbnxxiNyHtnZWbFcnqFtmylw1kbhGiQqUxOC1tqI2YC4M8o9aGNpYYGkx1zTSJ+yvheZr3MRaGlbO7GUtZF9BUwnQaMY4WhLCWmRooGdmNFIYHAyYTFnSETuxgQaJXC7OWhUwCaS22GSoaqk03sIQZMEAJauy7TtcmJVtN7opCRUnm2esSS1NmkuIa0N2rXfZZ6Mf/S8yn7mzFTLO5+HCpJuC8uoAKr2iVS5mjzP2o4E5qzwnAm5kPmPrgWVJdT7O84yimTuOMuodYwVoKl0M6C1cVWWGIuDqjKyKg+sLRFOMphVDnj7AaN+7+0FjHp+VWjMQbMmDyRBkyfGR1yDt5zf79kMW2w2+Mbh0sjRFnYWmTN7Z9jZMSwWy2mdOTralDnj2NlxnDq1mljrnKXWWXo1Qgh9YReENV+tFpPMutYAyrhUaaOOwb6P5R5AgJo8C6kltUUOrn0kZa3SZIRIieOUhNH3rrXE2otSaqW7IqcUgKegS2sXlWUUc6RQkj9yTdZKcC1JtUTOrgCJ2m4gJdmfQuBYOw1xDtWxkIqxmIJgqWODygK2rfQIVbatH5V5TZPBmNzHfGxXdlLXAwEsCgorKzl3M9UEkM5zBZva9khab6SyH3jatp5T3ah1vZWkgMgXxXtOauUwlraxuDIRYhlDhgylJt05X/YGiFlaT1ikVUSirCsFZGeg8R7vHG5pICe2QyKQCNtQjFvAeY+3iWXrMcazGXrGNEjJRhpIY2TMgRCLWZATtpMQMb44/aZEyiNhgDGN9CnRekdrDd4YdpZdkemCwdK4pixzZU2MYvIzjBFrhE0WEx2wOYuUsyR72kZAtbXKLMoLtjYTTZWJ5ixAMZf5lGIiRQGT1tki1U2YbHRS4a20BKl7dFUGpZwZxkDYBMZibBVioPFSziIA2gjTm8VQx7rivFtKGbTPtHOOEJM4zGboRzPtG85FUqDUNsr95nK/m40ka/aPEpg8SXhtGZNaMnHxuHh8usdFAPnfwHFSoqqpEN3wjFHwUdy9SiG1mh2oXLBpPG97R+Qpz+65zz0Nr/xpx/2/dsOH/1pkNzh4/g90vPzVmXe9z0A0/MUH4Ue/z/CFd4eXXtXzq1cnnvMMz7d+i0f61Rke/xjPq68eMRle8b8v+coHGO79kCOu+qWeL7o8K0+ANQJclSkUZks2uuVSsm9icNMD8M7f2OVVr48872UDX/f4LZedgv2N4W6XZX7zTVu2a6n5IyVe+nM9//M/TiyXsrluNiPSwDtydDSy3TKxUJdfTgm4MoeHib6XNgQh5MlRNSUBaBIoQ4wNXWdpmjwxYsJ22RIQNSwWEqhstyNHR1LfePnlexwd9Xz84wdYC6tVw2q1WzZQDZ5EdlXlxw5tRG2tKc255Vq0R6MGhpvNloODATGyaOm6SN8bcj4i547VytK2yxJ022MB4LzmRxwL4+Seqt+9WHjAlcDaFMBfQaMGn8LmaNZUDD8q01it6GuwZkrAJfWswqJEVEImQMsVFiKXMe9KAqSdwI+yXPP7kd+xE3CbAwUN/FQuJNcsgEpro4QdqdJQdbqVe8glOQEaZNZ5WM+r311Z1cr62RnuUbA2b81Rny3T98wB47yOcc6OzMjHY4BRa560TvKWWEYFp1LHqyyjnZ6LAEYFvGoUwpTMkMTUcRZXZK0VMCrg/XQAoz7jT3XMazzrmpkKy1jr1PQzKveWpMXIZhM4PDpijIZFIy6Um23AWNhdLblssSgmT5JAOzjYEsKI9y2LhaNplui6rPNIa5FVVgmOrmtZrbqJkdLaXgXuCsCV4dO1XNhKqRXX9aK66Mq9CtNdn7O6bouLaT8xHAIAE4uFoWlauo5prahtciShokxfjJKsEjdUed5tq4kgCoNiSqJQawlFijcMma6T87etR2uyBRRLOxt1Ya1JlVozqIkYbXmj96dqhJRkfnZtnsy6FBTq+5CaZTfNqzmLqmoMSYCpw3iVo2rto6x3AiqHIUzrhowvUxJt8rOYEmRhjYUNjSKNzOL+act5O1fXnTjVZZfEoVWzMUsqzKaPMIZMxuCLhLm6yQo4wwg42mwHIo71doAU8NaBlfVUwJglkokpsO0DBkMeN2zHnmyF3XLGsmgt3ojSYlsMezabNdt+JFpLMhZLZqdtaBrD6UVHyLJONM7grJvW0TAEUrZshoA47Eas8WQjpjneGJxvaUwZ1QVcW625pWA9Y4hljZY5krBO2DqDIZb9LFNUBinirSWUp2SyrCtt4/HL+VySOtKYEn0/FKBPGQ+6tsrvhhTIORGSpy01/744KHtvWDYNi7ZjGAPDKGUl/WjL+Brx1hADpR46YnwBv1GY3H4Y2BQzIoeBsh957/FY5uUUuudosvLi8dk4zEUG8uLxX88xl1ppUD2XqGpmdM42agCnNTve2+IGWQPnpzx74N3vjVz74ZEHvtrx4b8eAHGXe9jXeL71kS1DTDg3ohboz/8Jw2/8bs9/fl8i9vCEZ/Y86psarBVTgq//Gsvf/PkewzjStZn3vn/kk/sRtvDBv/L81As8f/yOyPc/oy2s5ch6Lb3fVqsF0n9RHMxUzuScp+sS171/JGwlkE1EHvogw8+8oOM/v9uC6wVFYfjgRyL3e0Tkjf/ec+lpw3uu63n7tfCwr4CdHdmMT50CcMXgBTYbcVXtOrjkEq1trCyO1L0JcFwsYsni1zoibSshjaY967XUOQnzcIpz5w756Ec3LBaO06eXpdbTT2BNmsbn2fcJiFBmSwJPGQfiklqDkvV6yw03wN3uNrBaefo+cv58j3MiOeu6JV3X3Qw0KoCR8SBs4np9HDR2nUiBYhQGUT7vpjEnmfNErcWMhGBpW+i6Ym5gFfBUkCf3mKZAehhSkXhJtl427YYYB3L2ZXzJ92uwqTI2mSMUsBZQy3412dDax0/FMopEzlGdJ6t8VQC7Ng3XNiZVqjbvzTY3wNHnpEHocbCpQFdVA/U8EibNwePJ76nsyYUAIwgY1GA5l6D1JMuo46wCbj1LKsF6dcaU2jyRQktGvAZF6pqqLM7JNie3FTDOn99nAzAaY2bj+XgbiilAn2pnhTULoeeTNxyy7gc6b2lah0uJ8+tA4+GKy88UkyxLSoH1OhLjFmuljcRqtcJ7PyUOlKGV1jwqvbZ0Xcdq1ZYxl8t3p1lSIaMOtZqUUXmpgDGZo3XMatP5yvzpc7O2AqGjo3GSlWuyytpM1zW0bUZcXUXaqVJs+ayYBYnMVqR0OgedEydOScSEAvzr/FBXYpHQSh9bfUchDGw2AthlrOh4qYBZ67Q1ENa+pJJ8zKgyoGmqK7CObUxtpSOyUTuNOZVuy/y2KBiUGsaErsnq0CrXk6bPyHwQUKl1ZvIeAzHJ/9tpzsvlxJRJYyanKADWOKQZRAGvWRn14pRrBDDFJD0WDZk0JRHLMoFlubDSZ9RapBthJIZAiIY+ZgwBbzJkh3HgLTjXEFImxEA/ivR0HAI5RmIZe85alq1l6Vu8s2xH6GPi3MEhKUTwDaOFhbN01rK3u6RrOxIeYzPLVuSvXduS08jQB1K0bIcRYyLOGHK2NL5ck3UY57FFCWAocnIEuMo9y9iKScbhOCZwkjDJKUMqe6ixuKxusOrGbSGDlEXKPrxy836ZmZBkPxrHNElcxfBJ5hfGSA/JnIjJ0HgByU2JBSS2gRAlaTaGURIBg2WIgfV6I3tJdjTeFqWUtOhIGWJOHG02JBLWWFxZK52zdK0v464mGTS5I0n5MK0fYZbwvHhcPD6T4w4DkOM48tznPpePfvSjDMPA0572NB760IfeUV//38xxIYlqDTZlN1InQKnLumW2UYM7YKpL+ZIvHHjPh0Uu84D7OE7fqeH838h3/8AzG5wzfPs/kezZU5+d2axlMXzHNYm2M6Q2c/qUKS0rZJGXrDp0rbBU976n5R9/Zccb39rzlMcbnvqdjqd+Z0cIA9vtQNNY9vbETXW7HVF7f2GsLNf9ZaJrE09/7pY3vyMBAQzcdJPht/7Q8bOvGnnuMwwv/mHPS/7tyN/cAJjMufOZB33LUB+mgf/4RfDrr6FY7hsODyVgPTjILJfa37Fs+rYGQCF4FguLcxFrR1Ka29NLwNK2LVJDJNLRvb2W3V3HuXNHnD17lsXCcebMip2dbpKmaZsLCRQ0ayxypKbJWNtOwM0YinRLxsNms+HwcAAyy2XDzg5st5nNZs1iseDUqZa2bScHPz1UCqo1PMIgxInlFFZPLerTLFCrAZ3WJsn4LEYVURhZ78X5UOvk5qCxyuPqpq8siwZ+TdOQ80jOczdgSu2YRy3xQQGjBKHaCFwZQM3+61ypveaUZVSnVN18K5uqwItS1zeXplbr/AuzjHMb9tqz8TjIq7I5mINHBYxzNYH+OQeMcPM6Rnm3x1lGZVsv1GJj/vdqylPblijw0t6u2rxea7cqe0d5F7U+TxkvrROdH7fGMMrP7QT8bytg1Geqwf1cmqpuznOWUQGD9skT0BA4Oho4ODxiCAnvYdU5jraBISbO7K44c3qnGLsY1utxOo/3jtVqhbWeuSuyKCjiDGQ0xeilmViCmhgs5iU5lfVF56es78MQprEloK0GlPoM1LG6tucwaK30OA6Tw2goRiCydkngq+6pCmYhEYIwgdpqQ1lLY2xpM2TK2BfJ6xgTJmsfUKnj9t5Pdcj6bMYxcXTUM46x1IiLm6z2NtS6TO2vKUymSN91/s3raLX+U98/MK1P1ppSV+fKemXQFiLqGCzJwTSB9+NjN6M1sCpZlXHly/ov/R2lD2BpyVHuU+SnBdRkdSMWwG8N0l5icrKWZGrOWsfZkxGprxH0I/fjHAYjzJZBgHOWcbjpB8gCqkIaJGkQpEbPIUqfkmNl7LdTD8KhH8kWEpbGO1pvcIsOC2yGTD8G9o8G+r4nO4dxhs6JnHOxs4PzHlPUEO3kAOtJUdqoHG2FGd30B/jCZrdex+8CLFgtv8mFTTTgrMU2tkBHAWFhDPRB2oVYohipZiNmM1H6IzprSSZVmXeAtnHYBhYnWiaFsokcHfVg6v4otaIWYy0xCatsjfgdOGfxzpQEsygIxiBlN9thnJKGjZM1oOsaYhZ5b0oRUkkiFFY7jUlMd7wnBWmd1ZU4Tvo9V0MnZZS1d2uIiZAgFSNCLYvXtjA6jy4ykJ/l4yID+bk7fu3Xfo0zZ87w0pe+lLNnz/LoRz/6IoC8jceFDXE0eNRaxTwVrTtni7Tw1tnG2vJgnPrivfKnO67+7cw9/77lwQ90pZbG0K0y2z5PG/fjHtnyzQ+NfMOjEn9+XWa1m/lnj3NccRfDemN46c/1fM8THV1HqevIXP3/Ju5ymeeh/4Ph6lc6rJWaOZF/JLrOsVw2xSl1RKVRzjX8l3cnfuhfb7Em89Y/zWQyoQ/SIbgDgoFkIIz87ls9v/vWyDXvB4qTHMXueprkBYtc+0nDwYE8x+1WHFX39uDOd9bsPajJkMjCGtoWrI04FxmGIkfxCeeaEjg2xRhnpG0tOzsrUgqcPbslZ5Gunjmzw3LZTBlDAVCy4EsNaS69I5vyrmvQofV8kOn7gfV6KIGXZbEQGdj+/pb1GhYLx2KxKHUac+fWWqfjnBhlbLcin9LvEKZRmTtlv9SWX8wLqmGK1jpJ8uCWQKMeyoxLbdRICEzBpNbliq2+RyzHtd7UcurUslyLAh0Jqucso7KDc5Zx3sJBZXyysUtN2rzeqbKM2lYCjJHejcr6VTBXwajca2VDtI5sihuZA0OmgFbBjmaGK+NYAaV8vp7nZAZ5nlzSlg1q/iKsUTVBUiZGe4DK9+jkUAMSBeJ5enYKcgQEVFMZXZvmLqzyOVvuqd7H/LpvCTDeHoZR7/1CLKO+KwFZx1lG/X91ExUZeGS77bnp7BH7Rxs67+gWDSlFjtYiMb/8kl0Wi64weqkAjUjbNiyX0qdRkzSaHBG3UbA20DQCpNq2mdg6DepAx8vcaEiC3vW6n9hp6eHaouu5yjXr/YQCNOp4GoaxmPeImY2CUufMbC1Sl1cFdrH0dFQgpSoFj/fKxtniJDsSkoVsWHSZ5XLBnvdU6b2y0qbI/EdCUNk7dF01qzlpoqQ165KssFT3ynpunTvaHmQcK2DUxMkkWc3aukPGhvZjDUFrsDNVApuLfL4mZus9MdX8xxgwVsDKfG7o72m/WYhkVK6Zp/VG398wRkKSXqC2OHRaK0DcmAbrwJJJWYCZRfoIDiEi7ral7jFJKYUzwoAJ6WnBZLbjiHWZ7dFABoYotKizltZKAtIaR4iw3m5Zx0Ak4nyDmNJYurZh2TX4Istp2wZyorGOBKQg/RsPRoN1CRO3tN6BMSx9QyZh7QJ0bcwWaz1a+uw0yWBykccHxpSlJtMIWJSEiMyTmCLGWrT0OTN3eJakuS/OvKIaTqWWf2QMUsOdkcSN94aYDTlmrMmkbLGmkcRwA+Aw1hVmPxGiuMqGJHSx99JCynsn/Rxz6QkbMzFnYjGdEwkxjDngrOx9knRzqLom2+pVIe2wDGMUQ6OcIAehnnWP7tpmtp4cT0jqXjg3fLp4XDw+3eMOA5CPeMQjePjDHz79/WIB76c+5gHhSUma2u/PJaq3l21MKUyZZ+0tde11mee8cIO3ljf+8oIXPKfhuS8e+IovszzkqzwpUYIxw96u5T/9Vsf9HtLz4b92vOKXM4/95sRrfz2ScuQTn/D8+A91NI3j+16w5RVXC/v371+85DHf1ND3EuQslyLZElfNYQqQwPDGtwSefuWGT5xPjGsDtuhMbOaB9294x7sSX3znxAc/nlTnwzXvL3KNONfFISBS9mPucQV86LzhBd8jUtXNJnPqFNz1rqYED9UMRXoHCnB0LuI9bLcSDLRtLixZVzLwiaOjQNPAJZfssN1uueGGQ7wPxYlR6ppU8qgswjCME3gS4GYmEFSbfktAGEJis1nT97LZSRPplsPDLet1om2l9cYll8CZM6ty03N5qkEdbbfbiDgq5qkXpS0bo3MSGEnQo0FRmDL5oFl4U2S1Uud5EjRqoC7mEKmMz4EYLdZKECCujZoMMYUVFPlp13l2d5vZi1QZaJqCeACtjTzJxCkwiFEHQJzYUwlY3XSf2kxcpaYCLJXtr/8p05RK24y5yY0yMFCDQ2AK/vW65uesgInpXuRzFTReSJaq7KKyVro2nGyxoT+X+k8FctXWXZkdBYOyfuSJufJeTReUcZ0rISp7UxMNx4GunvuzCRj1+VyIZVTwevw56vvR96Gso8grz58/4uz+mpQSy4VltfCs+0AaDKd3lywWi1LrJ6BKeol6msaws9NN81PdeftezEWs1X6nlqZZIQ6pbnq32hhex6+qCvo+stnItbWtKyUIVSpde25KfTvF+EXnLQjolEQN5DxIgO4EiGhJg7DwIh0X0KqSaHXormMbDJvNQMojKSbE9MoDiZ2d5TQ3Re7vpvega9h2O5TERirKAnGolueUp951Cnq1NlqTKzoHpC60AkKtl9bx4L2UOqiyYK7aEQCoctNYQHqV+ooSpNaACsAUKbv83JV3IPc+r2WWMVXOnQV8mNKaQtYlkYGnlBmj7GWZkTGq8ZaFnOi8I0aLseJqSjYYK/WNZJEz5pwIMTOGDJrwwUorj5JPFYA7kpLB5EBOsAlBahatSDh3FguUYe2Hns0g9YpjzjQYusayWCwgSxsKSiKgKT1FBRxlwhjpY8K5jAmBtnE417DXFqWJs0WamYsTq8NZMNZgncdkLX8IhJTZbkV0Kz0MISeHsWCme3UiYfWQYsQgANSYXL5bNvuM1CmOfS4psFoAACAASURBVGQY5FmMMWDIpdWIJcRI4ywxF9dyLLtLaVNS33tmDJF+BGkYom1yMt5CSBBLXDVGiClix4jFlGcm77Z1xZm1aac1euE7vG+msWhs6SEJU62j9vM0xtKV+EgPnRdVcVO9BHSv1H6jISY2m5HGw6lTe7dpvb143IbjYh/Iz92xs7MDwOHhId/7vd/Ls571rE/5O33fc+21136uL+2zdmy328/4ejUonTMN+u/VrIISEAgbqGpEMXPRepF5xkklOfKfGq5oPd+cHflXP3EJ525cAJEfe/FNPP85Z3noG+Q7PvhBOc8nb3Rc+a9P81efaHjKdxxy/Q2ngMRmzHzs4yMpCAX0q78+8Opf2/LM79ryznd1pE0DPvKHbzvLPb7gkOVSvncYlDG6+TX/8x+4lBtvbMAksEnWzMayu8h833ffyI3nLX/+no6X/0pT2EYEOBagCMAKOJK/X3oG7nwanvXkfdomM0Z433Xwil89zSdvhGc/7YDLTscSEMM4wHIpp7EWhhFChMbDcgGLBZPkSe+h62C7hXPn5XPeQ9vCaiVSrhBUMkthD+o7FHCugSUlOKEAMPlPA08dF+LsJ7+3syPXJBvxlmuu+YsCFOqz3m4pbEg9v75//f8QtPXE8fEGdRwJaLz59dcarzrWTp5Dn1XT1O8rpSElmJFnpvNA800VtB0fK/MxU2Ws9fv00Pc6/+z8eubn0jmnvzf/vJ5j/h36DI+Dvpt/Rp9PDYqPz3P93EkspT/T56TvcP7e9Jzz69DP6zXPz6HXoqZLen/67ufXO7+P+bnmz3b+J9R3sdlsueaaa2/2uduIF4/dz/zQOaLjf36t89/T+zImk0kkMnFMHPWZGw7gqIfOwcrDEGGTYM/Czi60Ds6dkzk7BEvXSsC4aKEp4MgYcbpMMdMnJuFD64UZaL2TNgtGm4NLnZS3ImtUkBVipA8CAJoCKNU5EmOk3S65sCvyErOx2CwsSSyM9xAzOEMeEsYbGpMYE/jCyA7RCMdhTbmuPI9HS5Cc2Q5gcqZPUnXmisNostKRqWms1JdZWescFKWLMHN9LFcb5VkMAbx0X6LzRkBJI2BXv9+AAIxj80qC6nkyJsZERMrcDNLwXZMjGQpzpHtmIhfm0WHo+8C173s/JQ/GGMSMZDPIM4qFubfG0PhSa+dKssQeT8rEKF9irAy0bDIYK2MgJhJGmKkyIUJMYMEYSXpK+YIYvYD86b0hBWlen00mpyysk7HChgqmFPlqjBhr5N2X/pc5iJRzMMJSSe0dnF4JgGubhhQHxpAZDawDLI20PsZDW4xPUxag2XrpI9k5R8iZmBNaGm2B1hjyNKGLq6uz5JKcxpT3quUPVmoON32PMZYRAfWaJsRANrVW3JoiWlU2zTqckYnfeq9FpaL4iJmhmHONqqgpbTEMBm8k5ZiNo3GWxhpSjJKUMEbqP0PEFZdUAYhuSkJGI88iF3SXYsRY8G1h/EuFpsUi5LQkAox6GFgDRhIMumBthoH3Xvd+Us7ihOtkbsxBYULeRcrSvkUX0EkaPSUSYYhparuS9BmWOeJKotYZWK0WF1pq/1aO+9znPn/bl3DxuJ2Hyfnklvy5Oz72sY/x9Kc/ncc//vE89rGP/ZSfv/baa/+rGlSf7vVeSKKq2X/N7J9kG1XSoMYHTDVe1bhCfn7LbKM612ntV0rwmv9r4Kk/OGCxvPplHd/2qKYEX9Xc45u+vef3/qBESSnCIsIAZy7PvO9Ne/zgCyMf+PDIW/5sgN4Ajl94seVnXzly+Z0Mv3TVHrs7lS1QBkZNYGrWDL7pCef4/XdEiOA6R9wgO2IDf/+u8KHrs7CSsgMBcNe7wr97kWyaX/yFsLNjue4Dmef/ZOZtf4ZEFx5++xXwhXeHV70eXvLzQMrc/x6W1/07Q0oNq5VKoBKbjcp3Ezs7IgmV7K6wW13X4X3m6Gjk4KCn68CYltXKs7OzQHoC5kmCooYp8uwr46pSSAEE1Z1RMuhi0uMc9P3Iej3inOPMmeXkPFrbQliuu+793Pe+9yrtSQIpBbTeRoKhpjBGkZxrvyp1wFVmSuRgcQKNbeuL3K26PEJl5CQDHydmA3SMquOq/Kl1ktYKi6msmT4fNSioxi3VJKDK/uqmCSq3FGt/YbSUZZy7k1Z2ee6od7I349wAZy7BrAzacdAoY3k+n+vv1HPeGmC8OZqaqxDma4T2u7wwy6iOvUyyYTWNkfvUz4nsTu5P2MO5MkTPp/OxXl69p/k9yrOp76OW2Rquvfa93Pe+977gPd7Scfw51r/X3pPVtXcuTVXX3No/VltCFBnZEDl79jw37fc4n9npOrb9hsM+seo8p3eWpX65fpf255NaRWFi9Tv0nOoeLYZOlq5rJgdVac0hz0Yk8CoPD8K4BHlOi4VKxN20Fuojk/kic0XuNU9zPsZaW5lzEPbK6FpgytqqrTAcXafN0ylmXeJMDdJn0BqVbttSJ2mIGdpSCiHshrQOaBppZSNydK0bzNTWIqZ8t6w7TdMUSed8Dqp0nPJs87G/q5nSOMaJWal1rPN9U+XZBYwVSbv8my3vM/Jn13yQe97j700/B5HxQu0jeVxpIOfTOXjzJElC5bNjCAKmMhOrloo80hhhIHPMYAQAW+MwlFpKY7FYYhzYDEUtEAPOWhHUGPmujIDHGMQIhxwZgmFM0hqjAZq2E6mzd9KLMcE2RaJN2AhhHNlbLrC2oR9Hmf/eYnHClDWefhR/AWMMMWS8tQXEQMZgnQIYaKwV4x+jNdal5Uip2x3HAMZOrUW8KYyxFYAZYiouqvK8dY4oc9t4X0geGZspZLb9iLHQF6db0JYbOm9yAYoOaTtTpbH63jTZU+eayM5jglAMqjLCJltrxdBH9ynSVHMpe7qsqc5JDaax2lM4q1CGnLVljNyXMZb3vvc67n3vex3bHyZzH0NxljXoSUThMBJTlusMGVue53IhihqNBSnqI231IkA60TaG3d3d27gaXzxu7XjNb72TJ77+dmRDP83jPf9y+XcKE91hDOSNN97Ik570JJ73vOfxVV/1VXfU1/6dPm67RDUXVtFN0icN8K0VOY8G1CCLr/yeNmyWxVgKqDVArIYcahBireU7H9vx33+ZyNXuey8zbfRqPf5zrxz50EcimIiwghkC+KXjMd/oWXSZn3mR5SPXL7jPQyOC7BJP+QF41MOXvOanmymwEXMGcYiLRQ41N5sIAf7FP+v4/XcOkCJxnSmFIBAjH/prKN129ZYgw5DgS78Y2tawXhuOjjJ3vyJz+aX64IEAr/9teM7TYLmDZDCN5fQpcXc1RsC61AWm4pTaFRttJmt5qWPy7O/3U3uRxaLj9GkxrBG5qfRvkqbYIvcSyXGV2M2NSayNrNcBNVtRIJdSYr0WGfBy2XCXu5ymbSUQlE05T+fs+5GDAzh79oCcTTH1cUBbwGkqDKFci7YCGQatoclT/WzbSlC8WlXQCFK7pAA6qrPcqEGSykEpwXQ3JSnke6XuUAClL/VPktCQxMZxCc7c9Ec3RAGMx82GRMIHan4zB14yxkwBolUCVN1Mb26AIz+r4EwBZ21Wfxzc6HkUuJ1kJ0+yjheqY9TxIHO5GuhIiw13s89pIqZ+xhTwo/NMwYQpSoQRcQs2aLuY2gOyAlSVlX4qwHgSUNfnWT87B+C3dsyfo75rHUcyh2ryTJ+v3r8ygXXMmCnQCiGyv3/IuYOevt/iG8eqM2zHxPmjgVNLz+m9HazNjKNKyw3LZTcBpnmt4jBIDVPf5wKiBFx2nZhUiaw0st1uJViejKjknW02Y3luieWymZUZ6PiQOahGLvIzkQ+rM2gIsbinRrTnJkSapi3JAIBSt9VqICv1iuv1djZ3xd16vRlomgaysBYxGxbWlNrOdgqypb2QmRJFBwexKBm0NtNNDLeC6Sohre+xyr11LGk/TGUY4wRetQ5ZZbw1uZGn5yhrS56SR7JuBsZRTW002Se1h3t7y2lfrWM/lWSLbCY371eaJqlsTIkYRoy1hd01OJuxRqSmmUTIwr5qbZ2xXvY8k2QvyKVWMEXGZET5QcQQMc6DsQxJWOQQMuMQaGxhhm0kMmBzpmkXLFcNuyTi6IQlS5E+jvSD7Bmts7hssNljXcK5jmwEWC1abbEjss0QgT6g9Z7WOFxnMDnTFmCkgEmSWhnrau1qCCMxF5VETmjrq0ntkgXYWWV1jaNrJDHjnYDO6Z2UdiQhDiL3zvIu20ZAus3CrKlMOKVM18o78L6RPStLAtMYSwwJY2TvCDGSsp3acQjpKAxp2zY4L8lIb02ZX5LQJEV5j96JqY8RtlVBJjiclSRf02gCE7S+t9Ynln3IaYmKxoOU/XgQuXMQNj3nhLNm1gpEZMG0iRBkjMYkDGcuCgVrpLzJg0iADaTkaGfr6MXj4vHpHHcYgPz5n/959vf3ueqqq7jqqqsA+MVf/EXR1n8eHTcHjboAMwXbEphE1BVPDXHUeU/ZRnGyuzDbqE2NteVFrVvS4CyXTT5NQYnaw9//Pm7Kcs+blT/4EUf82bVBgKMBKci34BNf+WWZl73QTz0Iv+AugSf8k8x/uNoADZB4w++OnDvfcKdLtWFznp6JLGq6gVOc+Bx7u1mkq1aBYpIknKRA9dIm8IiB/+3x0mdMN7OzZ0WG+mPPNnzwI5lr/lI+d68vlYDqOx5hCaPn8Hzkux8vAYdmnqsJjZj+fPj6kcZ57n6FLPz7++sCvjPL5ZLVSuohtThf2GK5HshT82hmdTuagR/HNPU6s5bSxkJs7I+OAt5bzpxZ0HULtJZGQU3XOYZh5OBANllp6k3pddYgjcOrzbz+jpgoJcZxmAWs4tDWtp6dHV/GTAViWneophPy4KVZuTozGiM1W1pXpDVQFYy4EjTLv2nGWjbRyghWg5r6/nOWZzVvySFBdWUZK2tXGTR1q9Nzz+ekyIlrLV8FiLXlhQa2tVbz+LyVcx2f7/q79e8Xbq+h1zsHjHLNxx1TqxtsZVWnnmShBh/KPso7CuUZmvJe2wmo6Tnn7qm3BBhPsre3Bhhv63FLLOO8zYYa0tRrlvei70O/V5Mn8wTaMATOnj3PDWc3uDaz17UkZznqM3YRObMrNUDCHEUa71itfKlT1nYUyq6FYjhmCpPmOX1a208I0BmGSN8P5fm7qZ5RHaXF1ENYfultq/mwej/aC1DZ4LaVOSHfPU7rQj+MWNMQ48ju7qKAq0TTeEKI4uCYJMGw2US0D+s4hhKMFjYrAyS6VgyAmoU8z6ZpZwkXCe6l9Ugq8vNM2/rS+9agNZyS5FTTmPmYlL1E1xOg1EOq8ZMwqTK27MTm6njUGi5lYmWMWESZoWuMuC/r52wBwLIuW3St2V2Ja63Mj1iuReuHZTyqG/QwJEKKkCGGKOyihaaoOZrGk/uBISbiGGm07tkYMXTJRQ1hHTklcor0MRNzxJCxRQVknCWbgRCD7L8hkqI4gfYh4Zy4umbTsdp1mBRwdETrSRjGOIq8FEOOAznkUl9YEnPWSUsJU0BhafVCyuSUpD0EkkhddALOFq0v40MXAwojZgijGrpEAWZ9wOkcBlzjCplsRQ6fKInsYm5jpZZT5jYiJY7C/KUkf46jSD416WetpXFWaiKz9AzNQNO08phznOIYYsLkzND3hCQqm5gkIdx4adHUNq2Y6/iEsxDGWMaUMK6YJJJl53ENOCPmejEKSFSG1NoMTgF1TZjoWl4ToqKs0X6iouwJrLeR/f01Mcu9t40wvZL89cUAKhVlQWERrRjyeJsxONqWKVkVpzVapMJaqyn7ltQb34Hiw8+P42IN5OfuuPLKK7nyyivvqK/7O3XMWRDNstbAMh9jG1MKJZMrvfYkWI5lAbpltnHeh0o+52bB3Nz+X+WEttSf+Snjrf3EarAtQcCvvGHDT1zV82fXlsxsctzvXoa7fQH8zh8FCKYAI1uCJHHUe+LjVrz2N9fkHrBw/y+13OnS4zb+KrUTR1jZRbxvEOdN+Ef3s3zXIw2vekOGMVfG0cz+c0AHL3wGfMNXWE7tSQH+dis1dldcIYt208DrXwFvfEvm0jOWB3yZuMB2XeJJ39ozjtqs27C352nbBc7Bm99u+MBf9QQCz31ZDybymhdavv5BLdZC27Z0nS8GRmICoCYt6uq3Wvlp8ZbectqaILHZiHGLPnORrIaS8ZRebHe60+7U61GCWkkKjOPIeh0Q0xlTGpU35OwnN9RxVFmsgNnaILw0Py4OkWLGI6BR2KpwjIFWqbQEhmF6f6lkY8GxXPpp3AkQj7MEhylGIipRVTZCHVArUJHPC5ugbQhE0qdB3vFWJCIdks/OGbtaCFsB6XEJq/7+HOgdB42acJFrqkykAtLjAPH4750EjHp/xxmZ2jpj3mJFg29tKyEBiZ0F3RTwJ+fVLL88+4DKtKSu1pegobLO1RX3jgWM+szmLKOOM1DX2Asb4Oj/y/3aY+9UjU9CCJw9u88NZzdkRrqmpfWJmA3rbWBn4dnd6dDehN437O56Yd8wBbAVUDlGDg+HaZ1q2xbJedaE2zgOZUwIgGtL0B1CZBjisfGivQMrc5tm9z8fA5JwGsfA/n4oDONATOCsp20NZ07vYK1jHB0p2QIGTQE+TMyrtNQQ508NarvWl/NTJO0iuQXK/HRFGSJrVYx5SuqpU6QmW6y1dJ2Z7kFdZNWltPZQlbGmzwbqn7mAjLaAWAXd6hQurJaMdWWcxUVW7k/GC3jfTomXufOwlgbI8xZAaIwAVHWeTsmIuVeSvnspSa2ZxOBWwEMjwHPTj2yCYQwBvxmgyImzVUMWR0iZFJj6NMaS8DMp4L1jKD034xjJSC1c4yE5K06rJmOsk4RjDljjiFhs02DiQCYTraMPUpjfp4x1UuNnraVbduSUaLyAxRgNlB6JsdRQmjLfGld6cTpHiKmYuEiRfirKDalBjYQxYbL8XJlk45QltqQsMuOMw7s8vTNbzJNyNIAAs7EYWMVYagRLYrlpxGDHL9y0hhkjPRUNFtvWZFJKmTAUFjfIutcPBaQhyd22EXRljBjvxKBlG5Y8BjHL6TxN25ZaTS2xUSM1jdliUQ/5UqKR0WQWVBmrJGyruivnzHY7SpwX1albGN1cQKAohETpJSQBUo+ZJClks5va01hrSh106R9c1lHtvSxrZHXdjqkwq07WFcPtX7svHhePk8cdBiA/H48LSVRVoqMSK6lxkyCiadwkrdNgWK3cb622cc42CltZWU1gynRpo1mRgClArMG61sdB5peuHnn5K3ue+L8YnvKDvShRsdO53/+xyFv/n12+/wUjH/lo5MVXOsYx0LbNdJ0PebDh9f92yTXvT3zNAywP+DI3behqdjDvjSf1NtJWxFrH6357w5N/oC+t/2aMo7KN5Z8XS/jTqwWgbLfCOJ49Dy/8acOdL8v85I+ZksGX+s9v/FpXNrtISj3DYEr9EuztNaVXorjDvumPe771WRvIERYBNgCG339b5KEPbtjbEwfZOSCJUdnGhqapQXsNhAUsz23kh2Fkvc4FtMn4OHVqMXNmU4ZFQOPhYZgSAV1nMaYhZ1eMT0rWPEgGsm2ZQKO6scnGRnF9FQndvEZMAWPTgLbQkN9TaVEsAEWTBx05x/KdmnnNU/CoMkBhGStIOskyyiZdWcYapNY2DDqGdIzLc6wMyBwQzcFQZe6qpEjnog6o+ZxRll4NY7SH2IUSt58KMJ4EQXoNtdVInQ/V5VYdMPVMla2RZ1fB6hzsyXm1R2cNtCoou2XAKGtBmt3PccA4//xtPVSqWNlVuX9pyg4q+VXgoM93vjbJ/WotZk0KiFQ0lNY/Pfv7a84dHIE3dNYQsWyGEWcSq2YHYymS7YbFYoG0o1BXVHl+2620mNBrFhmmYS4frbJxAG0RIWtZ38cSaMrc0lrFEFQeHaf1QqXSUNtmbLfbSYGiSSfnpH2N1AWWGrlNwLk4gTVjFLTqWIikDG2Rx4rhj4yjGKUlifZR1eBf6ifrnFcn4jnzLuykRVtTaFJU51HO9sT4qqBSlB2xsOGSCJJ1RK55GBLDILLfYdBWNHlS2ygbKsyMfJ+skQ5V2ei6U6XPomwQ5kv22hBguw3AIGwNxaQlB7KBkFwJjhIGyzBGDlPE5Cgl92Ok7Rqp8UPymhaRa4YEQxKVzjgMOJMZk2GIAZujmKAM4laKNTRdI89Ox0MWsI+x+EWRHkaLsY5NP2JjYL3ppfeid+SUaZqWPWNovNbdGUwaiWQ2gyQnncm0jadtWqxxoFLbLNeas9S/TnXQORHGVOpzE1K2Iuxc6wyNlXmBESMlY4VxTaH0XQyJmDLOizlUDjKuUpA+084ZrCnvzxbGlmIqVeIQMZeSfU4SoYkQB9m/YiYkka9iMo2T33NeWPFUHNxiMoTixO29xVl7rA74OPiTuWit9CINoa5XsiYZUjJYR5nzWl6SS6JjlP1dHpXsX0ZMocSR3JUkbkJl2SFmnGuwXmphWyuJHOcsbc4F7ukrSdS4kikpRPkenXTOSqw2raXIqh+iJDOkHjiWpNnF47NyfB4SuhcB5Gf5OK5v12DruNStSqyqRFUZFK2vqEH3zdlGCV4C4ygMW9vWTKsAIc2Oz9lGOwVoei4JTLTfmAQq77428D3f1/OHfzpCgj/4UwPeFnpesreYhuHA8s53jbzkR1RqpHKn44zrw77O8/Cvr2yrZt3HUf4u1ySZ8xhHjPHE2PP7f3DEk38kCetogBV8+RfBv/gu+O4XAgcgW3bip34IDg7g6Chz6aWwu2t41o9l3nltBuu4x2sjz/ouy3bblXtOpDSw2Uig0XWZyy5bkZKwD5IJtGy3Wz5w/Qi5hwH5zwGnMt/zhEu59NKOucmCcx43q2XQQFPt4rW2TpgICaqklcaA9u3rupblUkGdNg6Wxf7wsC/SNFckZA0is5MMsYJGSSRIBlPabCjLISBNQaP2wwohFAt/gzKJAgw9Wlsk40UCP2tdaV3SIuZAAvqrWUmi6/wkvdYAUBIUlV2b1yzVvosyT+T8cxtySjB9PCmjoFpB0UmWUUHjcdAzNyaZAxuVEaqTsZtYO73mk8ctAUa97znLqNc4r2WsvSmVXdEaGgo4ztS6GDvdy7xtRQVYtdm5Xld9PrcdMM6f9/zzt/U4yTLOzYeUPVKW8bg0VX9eDXDm0tT5+aXnqEg5b7rpgJv214QUaL2jax1DimxHWLSSCGq8oWkWtK0wU3NQqDWJaiik47VtFWxLYkJrd2OklAaIXFLmlSYaLNomQ9+XyqPFdCuXc6j8W+dVnjFqkRDs9P7a1pKzpe9H1PhDGGU7gUc5p6wBNeniMYXtc87jvagLmqbBuTyNC+kfDMbIOlIZRgk067w9Po/UUVOeSzWj0b2nBrqpgG2DtbJO6t4kSgjp86rXoPtJ26apNlv3D63B1KSSBv81q1iTk1rDK9Lj2nrImNoGI6XIUBxaHZQaNk8MA0MWts1J7wjZA63sgr5xWONIcSQbcUzdjsKGDoXtdd4Qg5Q8pCy1st52JKSmLsYEKTOkiEHkpS5nVm1HTJHD7ciwGbmpH/HW0DXCai6859TOEmelji2M0nKnD4mxz1if6azs93u7CzFPsY6YJHGBsYwxTf0WVeobBlnrR5vJiHGPofQ9NBlMh0EVJ5ARF3NyANlqiTkSUyT3sOnF2MYMhlbsf0t9rMUXF1ZhuuW9iGJHXIqHcSSmRN7IuMYIAyrvJ9N4j+0kKUMpexljAYAm0XpLzLaY3dUeqbq2yjBOZW+tTGYtrRGDIF8i5DEIZSsgUVzaY2FqYwGDvtT6iuRUk0/FCMpkbEk0eyfPVUiBTJszbSNOzbGsj5lMP8g7SFnnDhjRHxeAbabEjN5TTImYxa01lp6TlZHU9d3iTH0WF4+Lx6d7XASQn4VDAyA1JVHQmJI2o5eJqo6aymaoIY7KHOaZ+AuxjSGMJeiQAGa51MC5ZvIl0BGA1nWWpmnR+rP5pq5Z5MriSIPpb//nR7z3LwwUsx3fJhY7kcPewtQbo4dseOZzA3/yxt3JAOKkUUJ1wkvceBM84n9d8/Fzmdf+pOfrv3pJzqGwTAFjWkIY2Wy2vOe6kcc8HQhMCsQrTsNrXyYtMn7v5ZZveEKSSN/A034E3vJ/Sg/HppGN+vI7mal2crnTlmx2JGcJVvo+s7srPRed61gsHG3rec/7ex74hLOwznzz1xl+5odbfuQSw/4nMjSW7/62Ff/mh3fIJQuthi2aHKiZylz6XCoLlxADIwl+1+t+Cmy8d6xWDV23KDWLTAxg38cSAGofuWbadHOutWIiQZN3ILK5RN/DOI6I2Y9jsWgL6y0JCAl6NVB0E9MpP0/EKOlXNbqQRIcrjKn0clTn3FzqfKTuUTO5Zgo+jzPdFTip7E3bFVQWoQat+jkNIDXw1+uab4QasCq7qIxbDWorsKnXRJEU2VlQWlk9VQ3ocaEGzPPE0ZxpnF/vHNiqLFXnrV6vBjJS61mDZAVakmiKZd4Iay7mWHYGAF0573HwNweMetwSYLydmHGWNGL2u8p612esLLL8Tn1Wyj4Ds5rW4+cX0JgJYeDwcMv5/TUHmy3WZXzJxG+HRNtkdtsd/CrjXIf3Um/YNL4kBSTx1PeBGIdJPitjUF2KbWGzhQkfhvqcNRkjpleaFKh15JrEiDEQo7gvHx2FY4kASbaMVFONwDjKPXSdY7Uyk+nLegPGRFZLN0lgxzEyDNJnsjLEMqbEqEvKHXZ3RVmwWHTT2JPxo20p4nTd5e0dW8t0HuufVc5sytgTZ1Udt/KehhkgTkXxIvN3GDIxbkqi1JY2QL4YDMmeCVIHJvPF0TQydiTZWMeW1iprkmgsNXlyblM+Uxxki+NwTpFtzKz7UGpIM401HPU9fTIMY8QXtqjxhmyFEcvGQkw0xUwlA0fbjdTwGdmDI9Da4gNgoPEe0zWQRKY5hMwm9fp+ewAAIABJREFUDGRrWDQOby07q46UM5ttz3YYOBwDnzh3noX3JGDZtly6u8IYqf2L40AyRhjNMZLJmJzZWXTs7girKFuvsH9jTOSUsbkyU2EcyckwFkDtPORQVAvOiLFNbgScWJF+p2SwRtirXEDaOEqrkJBFiplSEmMWY2iXDcYWUBTVeCziS0JoDGXM5EHqLyfjMjHxsdYIwLUO58WgJmYxkknRIVxlYR19h9bAz9lwTcRrWY4kb3TNzSWpYzE2QRZH1ZRMkX3nMh4hU9zYnbR10f1ZyonA2oZUFB6QS+uTIkPV+lMjyaUQdTymMh7FdGmMkZRn0m9kLzJYTKr/nso6O4YkKZNMqUGl9AjNuLL+W2ukpYitAHOuGNA65IvHZ+m4WAN58bg9x0mJqkrddIGpTaerIY5ahGt9DchnNat6IbZRwJ0YyywWzfQdClZ9ac6rFudSy+YmRlM/L5lGW2zX5R5CiNx0U+Rn/4+RSy+Fu97F8d4PAybx9Q/K3HjWcs21TQFy4qgq1tKef3i/dib9kmBHjF1kkdTA3RjLq17f874PRwieK18y8ubXdSVjndlsRrbbDX0vbOlN5xDfHfEwAOBj5+U59X3mzpclfuMX4H96MopRObcPd78bJUBJPOqRlt/+4xZs4E/eOfLEb5GgyXvD7m7D7i6cPd/wJ+9OPORBnr4P7O+PPOYZh3CYIcNv/l7mh58Kf/Tq0zzpyhFrEs950nLaoGqriBrgQxZ77Sjvq1ppOzabLYeHAxK0CcO4XC5YLtsZGxLYbnW8mNKo3E3MhoKPnMWR0DnZFOtYSczloFrXlBIMQyhAQ+UzWlORJ/dVDWqVAfJeQHbOKjmMBWSqmVNlwHX8KrNUWydUt0RlayT4FCmRzh+dCwqM57VuOmbnrJY+j3niQqWsErBUCeDJuhA1k1KTlDlonANGPd+FWMY5ANJ/mwfgtdG7Aso0O6eaEc0lrXPwVgGhAJxQmq2ro6cAAwlgLBVEmBPXWIGtnP9zAxjlmVX3XX1vOha0JqjKiI+7pp5kGfXQdXAYAsPQc9NNRxxsBjBbyA0pihzOOMfeYllMhzoWnWW5bIpE1RXJZSqsZV/kpKkw/L6YZGmNsJ1+Lv/mi4IgTfcsslVXEnlS0yjyUWmnIYY14jQswFXmkrCImc1mA0A/JKwNLLqWtvVl3EvyxxjLctmxXKpBUmK9DlgbsTaXzxdDEif3sbPjxT2yNLhX9m+7Had3PG9dY4wr+4c+71gSn/qe656mwL5KztOMRYyFudc6K4u18t3DsBF3Uecn453FopZqgOxDmpyS71lMY2s+dvUdyF6nAXGa1ewXxrPUwo4hgjXCuCANdT2ZoU+s+4GUE52XGrKmOHnm2bw0WaSTzibprRcdKQTZX03CO+m/2HULeU5xJMVEH2AbBmE1HZxaLthbeTKGMQwcHG3Zz4nr9w9oYsRYcaq+bLUkrZY0ToBeRBxeTY7kFHHGsrtaojVwzhiGMWGcMFUphALCgCwyz5ylKT1G3F9NMdDxgomxhU2LTmpuXRTgl3RzzZlxiIzl2XsjJjq+cbSrlpxiaYUhSYBMxmaVTAIk+mL+F4IhlWSjIiCnUagtUmkjrqs4izWWtjVlnGrpDWV9MdMaqHuvMtDVUEzrN0sf0ZgwmLIXmpLQN4xhBAzOS2sUEMm3qBBkDbNO2lXJWKyql8bb2fouzz7EJO+jvAP5jLRE8a6qQnBFtouVP8s7UVbTEMu7kzGZchFbG0tjLZQx2BQ10fG9qyYNzcTgGmzOBQhfBJAXj8/suAggb+dxaxJV2WQ1mJAMkwbhmj3VjVaDTN2Q9TjJNqpxznIpm6UEaWoP7SaWqmmkj1UuUlPd8LWOTE11NIjXQCVneOZzB/7jr2dIsHNp4jlPdbz2aseb3lYoHjMUUsjxD75kwYP+u4b73NvyPf/UnACO8v81AyjAxHvDV9zfgDfYJvF1D3aEIJJMDQ6tbVkuI+B54JcPPOpr4Q3/CTgs0qRBApKzZ4XNeMWvGtqdzDDAN3+1tO1Qadl26/ir6yP4LUT4vT+B//Ablqd9R1PkZS3WGR70hDXbcwF/esMvv6jhsT/Yw355EQZwjjf/l45nfeeSN79mwR+/K/KwJ+/z9+4KP/eje9zji/S9hsIUZrxXUwp1WRtZrwc2m2EaC4vFksWimwIyDTolA2sm0HdLoNF7deRVQ4QqixNXxIa2leC872MBGZLB15ojsfOX+luVnsqGYkvAq+0KxNipFudbnMv8ybsTP/ryNf/jAzue/7Q9tHZWW0XoOBAWRse7MhZVXqZgBtTAqLbKkM2wghsNelUKOQeTynrO6+1kvoLK7OQajn/nPEBVZuVTyVL17ydlqXNjIGXM5Dvma4QyvvXf5s9CAmpT2DYJ5r1nAiGanFK1we0BjPM169MBjPUZ1fchAO94mw1tJH9cmlrXTl37Tl7//LvE9VQcCvf3jzi3v+Fge0AIjtZZlouGmA07y47GeYw1dG3L7m6Lcy1tW2sqhyGw2WwnhUiM0spBknliLuSc1ljJ2HVOHTozTZNKMqYt74npvg8OhiJ9lTYBkpDQellRbAjTmYE1fR8Zo3znatFw6SUNwyBy8nEMJTkgZj4xJtbrLSm5Ui8ortDDEMtYsyyXvsiB3cQaxihJLJXLS9Kh1hCqO68A+iovFQbWzxI1c6l3ou+1/koBss5T+f22NZNxliY3FwtDzi3OqSOsjoM0zVtNHmgiR+eLJllTElmjKxJhlQOr+mYMI2OwDENPUESRpPLClwTMmMHanjFEcSEm4Q1sQmI0RvvQ460lEkgxsw5FMphGsnFka3BksjPYxuNTxJLZpsSw7XEkvLPsdEtO7coc6MeRo82WGw+OOOp7TJB+hk3jOb3oONMJvWqSYYhihJPGQPKWxjesulbqdpU90p64UepbTWHUYwiQEyFZsAlLFLBgndTQZZF6pgDGW8IYioTVkGwWwVGR9W7H0leRLMC2beg6y9JkrNG+nqXd0uQKbYF4LCGggB6ytMiwprQ3EYYux9LKJFmczSVGEZWCzDNh75Rpru7YmpST9VbKdIQhTOoqnOXfraUw+0HgZQaQ3qbVkBAWXUvTtGDUoEn7G5dkpTVIYtyiKp1YEoJhSKgfmSk1/o2zUhdrDFkJeJVPxzSVy+UsFY5hjIwxYJIhxALwyDgD3pVkgfXH1kuZz3a6Rnlss5/rum3Mse/LWaStn3982ef4+DzE4xcB5G08dPNjqgPRhuVqdCGB83ot7RA0O60SP22/ob2yTrKNmvEWaaEsBnO2sdYOSc3gMEjNiQCG2r9OpI2m6PRrg3o5R5waXmvwZozh/D6Tu+nRvuW1V8P1Hx8hj2WVcpA7MFLQ/ZMvcOztKoui5jDCOnpvp4y0c24KKh7y4Ia3vx4+8tGRB3555Ny5Q0TaIbb5ORuOjuDgYKDr4AXPhic+BpGyAl96ReLgAC691PL/vS3x+t/NkAztDjzoa+D7X2J44D+yPOCekbOHPa++GpHAIg52L7oq8V2PdnzBXVfEGHnvX2zYnhvAQjgHz3hRAY/GSMrYWWjzVPweY+Lp/2qfD12f+NDHDPd/9AHf/jDLVc9b4b0mCTT4SWw2PUdH48TodV3Dzk43jQkx/ZANW1i+pgRFFmXrtB6sbd0x0Lh/ONI1ldGTesmGrtN+ZxFNIki9o2yE+jMF/Jqx1boNDZoFzIKwjbVpuvd+Yg2/80c/yQ03Jd7+3g3f8KAlD32wyrG1jowiT6vGI6BsmYI6DdhzARS1HlbZNwU/WscJcwaysokKzE7W92lAz61sl7cEqE7KUoUBOc4yasZXM9DzwFsDcalzY7qe+p1mOr+A9RFtTdC2phiwUNaZ+n0nr2+eSVbw/ZkCRj3/yfPoeNFAcc446+cVJM6lqQp8T0pT54e0uhjo+8Bms+HgYMs2BrabDc53LNsGGk/ICYujaR2LtmNn1dC2HdraSMBdZrM5Kox8RNoHiMmYc6qc0PpPkagqEyytH/x0T+JSnNlsQgFOoSTqdP2Xujmt5+77Xv4czMTueC8A4MyZPaw1U01e39fawMWiYRgi6/WImHyI0U2MrtTMy3oudYwtWgcodcxxSliIGZswJxTDDGXWNRBX4CaSUTOpGCRxpPuJjukK/EQ9oHXe8rzqc7RF0dBOrqwK8uSZ2SlxMDdDEnOuXIyDMiFKrztl1703uKw10yPDGAgxS+2fyYQszqPeWVrvCTGRbWI7JlRxkWJkGCBZR+4DJsepRYg1lj6MBBMgyqRVtiaTsa3DZkOIgU1MGOMZ1hs65/BNy+VLSRz0MdIPA39zsM9RP1C8adjpWlrvWO2uMFbc1YehlybwUVxSvXfstA07ixbtkStKkECOkYDFOlGoGOQZee/ZDIHWQYoR5xuRuYYBYdUymRFnLCGJOskXJj7nwBDEOEjBfOs9i7YBcgFMdgIzMY3kch4FPdbJ3DAw9cMUl4Q8ST1NTlgjYNhaMfnRZFvO2lP0eO2hrve6l1DqLm0x2pF11WCNtsECsAyl32WmOgKLeZIAX2tE0aNbgTWuMHqSKJC3Le89lTUrJgF7YSIBs7RCsQhrWMDZtAbPE3hGmN+6dxTgaCQhYpDxbQHroXGy5rQ+T2u4rJvV3EfXXAqDqCAxA3n2b+RMoq5pk3NxlmtIiMjL+4sQ4OLx6R8XR89tOHTyzeuoNBhScCisHkUKpY28I2qOoRnieQCozaYFNFa2sWmqNEdBp7ATeWIbV6vmGLDUzNa8HUPN1glwRLNjjT2Web7qpR0Pe+zIX/51hrbn+vNafNix2ml42EPgTW/LnDsb+dDHDb/1e5HHPdJOwb8ad+j1yb26AoJE0rrZDNzlTpEzuyNHR5nFwtK2LSnB2bOSxRdArD3WDP/gSzK/8KLM9Z+ER3+jZbFIdJ3l2g9Q6hsNA4nn/5SHMPLrbxaJiKT0PCK5lTq+dtmys3KcP78BEl90N6tJUzDwsAc3vPZ3IPYiDzl9OvHkR3Xc/x6W5/2b87zudyLn1lm+txTf/cob4RU/vleYQpGJSWNvCYKbpmVvb0nXdUjdYOToKCDNvn2RoJop8NQ2KsIoqKQ18+fXDXzbc25kb5W5/BL4nbcn7v/Fjjf94qWsVmJKEIpdnEhjTan7EtZRm6ILu1dsvw1YKxJYNdLZbkXyI1IyCQjnZifzTW0s7nQpwG/+wRFf/Q8rsyjmO2rzr1JMHXOxgKxczgkSNJgyPt0ELqHWTB6XpWqTcN2ca42lMnryb1V+Nz9uDTAqGDw+9800/3Wsl9+YGMP55q5z8jjLKMH8HBBrQCzyPgmsVqsWURpoXWZt9nxLgLF+163f36c6PlOWcV7nqoBT2SVxB775RUlfwbGwjZHDw0PO7g8McQ14Vq1lb2dBnwyxz7SdYdHssLfypT+rn8DMOI6cO7cutYPy/AQwdtP4kfFn2G4D1rqy5rRIa4043evh4YgykRrESiAmTKMmDKQnXC5O2EMBkzLvFh0Ioy/11eMYJibPe1eSMdIGZLMRN+WuE9n5ej2y3Sa6TsCYyNytBNHUmnq511TmUu2/eHNpdpWXq8pF3JZ1X1MzMMPU5qGMNwGjmdoKJpYkAhNob9sa7ErfUVnXdAxL7asCA7luqbEWWZ4viYW2dfgCajfbHkNmvamlHIlMto7OpbIuNdiYyCYzpkQYB5H4JUPIEVPqYxdNR27kPcacyDaz7gf6IdIW53PdOzQgDzGQkwFr6Lxlt11IUrb1rHtp3XG4XnP9egPGEWJkp5V9/rJTe4Ahld6UUv8G3hhh0Hd36RqtVZNyk1gUHzKHMzkPst5ZS8qGNI5Ym0uiuKx5KRIwhJSJIZKSyHJbLyxrShHjiiwyRkwWCaQzjq5RlYewZcYkYooYTJHLx1JzJzJdkyUxGZGaPRcFgFoMGWkFklGApTJpO5XnzL0aNEmhdfZ9X2hDZN6OQcE/5CSsubry5pxIWdVVhq51ZCLOO9pGErEpl/IRqqGT7iMpS91hSlIfqsykrqrSBqX8fxmXCZH6ztUtFLmugEFNZkYwpR6xVGpiDN5IyYjIV3X1q0mUrm2nNVWf0UlgKuBTrp9UaiBnScic5f1RnmQqv1dSXXXRzdIfM306m8TF48KHIPi/7au4w4+LAPI2HHVTrgFu+P/Ze8+wS4py6/9XVd29wxMmMgwMQ87IMaGAAiom9IhiQMEAKoajHlExYDwHj5hQjwEFfREERDAhICCKCoLKgAKSGTJMgMnzpJ26u6r+H+6q7j0Iyuvx/fI/09c118w8Ye/e3dVVte617rVKS78vxgixTy0Gucbcxri41tX7v882CuiSBUTeqzY8GN60ietdlEDaIP2oTUgE0NpQbYwTqCzod95lOeDVfTozmp+d1uQlL9Bc/1vPTbdYWu2Mgw5PKZBKXXfgWHKj5cUHppz/a4XXlqfuJe8/HDkSWYe4URYW1NHriSV9p5PjPYyNiWlNUQy4+bacyRnYc2c44r2wdBl88r2eVz4PNmzwjIzA/k+BJIF22zAzA9fcWHDdX0zY4SoWz3MsXyuVR5wG7aFhQ2BfClpx8L4lHzoGFDlJ2gh9O55fnpZy0ZWKV7xghIP3b/H6lxeMtT1Ge3bdXnH0xzp89YdTuL5BLFjDZJ5q8JrXHNwM4NhSll2KQkBiu50xe/YIUSrT6xU4V9JsNmi1DEmSBYDjiEHWAvrj9fSs3WC58HczPGVnxcdOnuTelV72jWGxuG2l5bZ7+zx5txZJomk2JU4kGgWIs2rcpEnVXMZvEjYnKvTnump8Sj9lDAMXY4IaIMj4lfFW8NynGS68ugANC+dnoXBCqPpGFB+lfnFsDBsN1QAvsnhxcwnx6zowNxHkuuo9IpiJC7BsUCLztylijGzfYz3Xco6bsox15TcyZvF3I+MuG+qaRXRDv1Ofe/0+VM+kZIdZyjL2j6ZkWQxXjwyirs7niQDG/4mb3t9jGeN1GGYZ4zWL17pmgP+2NDUesWDW7w/o9y1F0WN6uqRv+zjrSNOMEZPSLT3T/ZxMG0ZH2rRHW7Tb7crlMD4rk5MdnBPQkmUJWRYdQodzIuUeSLRO3YPunApFnQHWxgzcBGHfozGare6DALGy6qmMoClJHFrHTF1Fo1Gb3RSFC8oUV527rCGKVkuFIo8KuY3QaiXMnt1AYnnq8y+KQnrInA3FSIKaRZi0yMhHU6DY/x7l77ImQe0UK8+7C5tOiPNFLNbInCAMkFyHNBWZa51FqoguntWGX2tajZTYjz0YyL2WMRaNsAyNhq6eeecs3X6Bdz6wXgj7pmVf5q2wWEkCSnsKJ/11xWBAGfq/TSqsVjM1KO1op21WTg648LZ1HLhdm+3ntuU8XSE1RucwqSJ3YmairIEwhlvGoBKJc+qXBaW1TA0GTHa6aK3oD3LaDWH8xkZaNEwi8lkl49JZiZfIGgmJNjQbSWDyZHyUVtgzlMYVeahPRPUE4AsUHofCW493AUwqjfUWow1l6Il0pQcVehmdsG3WeQzixGu0Im0IyASJ2tDeBQO3VOY/FXpYA2tWOgteXEE1Ho0K8RcpiYLUiANszCWWuKjo8h7Z7jqfVWtP7YQbnIMrwxuBoHFeAaRXUcc+cYBo8CMZjCb2eaKrfr4od0UpTJgfhaELUlM3NM8RjbN0BfbiEef0OK49AqC90qHIVKK0FD0dMXokSKaDoWA066rPvwal8T1kRgrrkPfhPMIuI3xNhROOkvAKJEYgSQDLBLgaC5jB3KmwrgaKXnpT8aEf1NfP/eZj8/GPHJsB5BM4IgsQq+XeO4wxVfyG9KiJREbkSpsa4kRGRWRIMVYhVm51tXmWzbcOVe0o2zA0GiqAy3qTKT2WNdsI8TVi6LKtfjbmCsYNw/mXejqTCVjPiV+e4YB9G6Sp4oBnjWOM4vBD+pz7M2HKKGH1as+ddxX8+gcZi7fO2GqhTFcimapdJuW6aDqdnKIYYC3MzOQkiWZ8PEXrlG63yxkXdbnlJvj5FbJbf9nzYOmD8nYnfh1edTDMmgXn/hy+8D3Pc/Y25D5nyV800qxhQXlILMtXR4rAgSrZaRvND0+eyw8v6bHHHvDcp3jGx0YBqe7meY4xhgdWKg4/3uKs5oiXacrSc8DTPGvWee5+qOQr37P88s85rm+Bkkp7ohJ2Wmi49NQWs8csGzZMMxh4Wq2UkZGEWbPaDAYl/b7D2pwsy2i1ahYkbvCcs8FVVaq00WlUTHRKnv76dayeAbTnmBc1+f3dffCwxSis3aDZYizhybuP0G7FQGMXmAEFbGqEIYsZKGUoy6Ja1IISZggkpLTbhvtXWH51bY+XPqvJdlvrsAm1ITZGFtX/86m5LPjWFGMjimNfP1ptdCPLWBdBYsZeBF41oIsGONEwKMpS4/MhG/oIFId7EyPjF5+xJ2Z8E5/FR/cIRlAYr9ew1XtkOYfBbpQHx9eppcu1kc2wzDMaDolkSxivmA8amTHJFKvlgPH4fwEY5e/688TPGYEGPHbMxmNJUyFKa/+2NLUoPN1uTp4XoYBTMjPTZ7o3wLo+qBTKnBJF3w5IXUnSGGH+3FHGx1pkWbMC54NBQa8n0TPy3g5Iguu0qXqQI9CXMVZQFIZ+fxBcPeP4SfC+rIpvwmoUlYw0yquj9ByogGaaDsuFhUE0JqEsi5DFmAdgbYgSzmjdL6ZaBZ1OSZKIW2p0FpZeVzn32Hco/YkmyLyHpdCRiayjROIzE3+uLkZGNtUFJkuFAqWtPkfdZwzCmJsQJxTHRj3+I4Prvcxf072C/T73IPevHvD+F8/is6/cBqijDGLLw2Bg6fZynI+mX5ZmQ4dcPy/9hs6Thd5OlKLnCwauIA/O0sYoCJv00Zbh1tU9ljw4w8v3GpN+NK8Y2Jz9vnkvec9DspHrjtueEeXQ3tMvPdZD02gaJkErjdKKvCjIrWWqKOkNcrwtGZQlSaPJSCY9ia1Ukzcbsi9wYkqjtGE0y9Ba08zS2gQlxMRYC045CmtJjKkBgZVeVa/kGjtrMdpjvZiegMVbh3UKpTVGhexgJIdRq8jIyf1KUulRjP2LrixxTq6T8iWxfcF5iaaw3ofoCIXRIgdWKBpJKkBTmaBUkc8So5XqAl5dXMjznDqeJkRCqVoRgq9BkGAccXQVgKlCu4hGaWhXucF1X6yq5nlRrwiTqKoiSTVulTCD8lTKEaWiHqrXcN6hgs2DH1KOaBXWMBTKBWimQCGGNSaLiob6/OKzGOfEuPeLAhIXAGKEqsPMYjzivB/PDaUqFtF7L0kqYW3zYkeLR4BkGT+XlfHtkUKlDvmzedh3itGS3JeGt4yPjz/uvL35+L88/N//kf+/HZsB5BM4JHNRqrnRECdOkMNsY5YRIi2G2RdLdFG0VqSOjUaGUr6KS4ibZ5kIQ85RKr0SsgGKE4cjxnhIH0k0LvHhvcpg5KKqSRLqiU3s3R0HP1tx4re64BRveG2LuXNHEMdYOd8PvFNz2dWWjRNeynYOiiJlv32STc5ZqvxxMRFDljzvMBgU9PuycRgfz6RXo9dl48aCb54Np/9USa9JmGyvvJnKTXX+FooLr/RcepnnhqUGlOWqG50AR1UOkUEGCaGSHkPpdYTvf6VJM+1z3Ftq4CIZh8LgbpxK6A40X/v+gOlJB1j+7T+m+OV3x3jDR2b4w1/yetUJmyh8AkpDWrLl7JxvfyohM55uV1xx223pVxEJ74AsS2m1EpRqbAKUvPekqa76jCAyETkPrSw49/IO9y8r2X6bhNUba03NYQc3OHDfFu3U8LpPTYDTbJiO/Y6uutdyL4TdG7bonpgq0ErTboVL50W7K+NBNsJxrPX6sM/R6+nmJR//tmL5RQtot1TokazNK+bPUXznU3OBuHmI8iRfAdbhcxoupsTNJISFXfvwOpHlGTbSqUGuHMMgMnzl7wBG2UwPz+51ZbtmRWv2Mm5w5PuqOtcYJSKyY6qxH29UZPvjv2uVgBkyMamZXDm/CMw89Wd77M/3jx7DADi+Xpw34vwV2dZh9jNetygbjqAx9qU93jnFeyigRpQW072CTqdPr9dhaiYntyI1FDkWFD7He0vDtJk32mCk3aLZzGg0xF2w389F6lqWaKVpNCQzNU01zWZajQ95v4I8V5V0W4o10uObpjWjJudahDlaV5/PuYRWK0rKpDAW+wtlrjfVv6NhjrUuGGl1AziIxUBhRLVOGQw0g0FOdHsdG0twTtaLsrQ0GrEAU/eypqks0VoTCk8+FGhkDMs6ULMbPqgFYn+kfM1UQDO2TUTZr9Yu9EJqkqRmB2OBJvZByjloIKomlDAxSlXS9RuW91k+IUqNb/x2mhNeVlaFFOclTL4uyoQoIixOQem09AICzlsGhaObe+gXKOPxWniwRIMOcSzWeS69YwPv/sm6eLqcdPVabn7vdtgkpT/IBTx6oISJrmOruQL8WgYyrejllsINwAub6ZHojjRNaGjImk28NtLpIEamGJMyngmw1qpmuWP/pvUCGLxzInGUCp/c5/BcOOdQHqzyGK2x5QCNIreOTIsUVASYBhPydkEiNTwRWDgBOUqRhEKP0YrSlfI5vCyzzpYQijYOyNIEo8TIJjGaVpaGcZ1UUnpTSS1rVlT2QWU1t7m4hIc50BgjICuJ+YQMzRuuKkaliRR4CAC7BlUEQFgXRx7dTx4LgLGXz+KkhzAUSGv3UmEepZ9WC0iu5j3AizpLSGeFx8ouwgRzqmYNYDct3tVzaG49L/k/d7Jk2TSfe8lijj1wqxok+iiNHTarCS0YhBYGfEzWpl8UDMpCmNO4VobnxXsowvlrpfClrRhLSZfxDJwFJzJuW1hMMCwyZlPJjlegU02iNKmv2yM2H5uPf+TYDCCfwCGSpE3ZRhfM3obZxji5xIW6Dp3VYRNZu4ZJpVmkYWUpG+p6YzZcAVYBbEZTHDNUxfNBDlc3atdOdlTnpJSUU8dFAAAgAElEQVQAx8EgZzAo2HtPxUNL5lCUhh23l81PnhcVG7T7Lp4HlmQA/Pd3HLffDv/xYUOeS+V6OOfP2pyZGUdR5OR5ycVXeG6/C8pC88hqxwMP5WRpzruPhi+dprh/uWzCZV6WXd/BT4aLfycTXGfg+a+vGrAlJC6AubByA3iN9DVGliYNrycI9Fmv64BX7LWz59LvthkUJRNTGbvtlHLPQ/Dso6YpnccV8fcddz7g2fu1E0xNueqcZHdlQo+k9OqgYfUMnHtpwWff3xySqUg/VatlSNN2vcgNgcZa0gNnX9LhnItnuPXBgvEUttvK86dl0J+KHys0GKJBKxYtaHLw9ilTMy7InHxV0fzxFX3efdIkT9om5RffnE2rITIbWfDh4t93eMMJUyit+c83t9lp2wyt4PxfF+y1S8Jnv9dhbBSu/e5ctl1o2DDpme6XUGi6VmGdgIqHHrG8+N0b6Q3goq/OZu44HPHRjSQGzvv8bBZtKc6xdY8w4drU1yKybbX5ja822/F7aniRp2ZRqh3i0DP5eIARhvtUqF4vAtcIluLvR8OQ6rZrRexti07IspnX1XMfgZVsaiI7E6XlYhbSaNQV6uGNR90vWH+Gx2JQ/9HjsWSpERzHHECo55/Hk6bWmWn153+8I8Y6xHlLjGnKYArTZf2U5+E1a+kPBiiTQF7iEzHlSJVhvD3CWDuj3W4N9ZZbOp1+6I/OQu/3aOiTFiOqwcCyYUMfKMN4s6RpWoG0JDHBIEcH9UEEij7IOKW/UJi92JerKsAoZmARXBOKgJFNk6zXycl+JfVMEkOr1UKpEu+T4LAsObeNBoBEi0iGZ0YsRDpnQr+vbFijU+qwDFXOWxhA6WWse5IFHAv7JH2ewvpGsOK9AD3p+UxxjsCCJ5sARhkHMaLDha/pUDx1RIO4+LPS/68Y5I7UlRS5Aw+H7KGEwQusSS8vaSbw5we7vOLbK6GEZ+3c5OnbJZx81TRZC/IOPGsxnPOObTnqe8v4w0rPYbslfOPIHUSyaSUSwaSasixYMTHgQ5etrSv/HrrTsM/Jy1hy7E7MbTU44ZA5fPHqjRy2g2Fhy7Ou0yUF1k7DVp0uXiucUiTe02xkaKMpvCfTBqVTUmNoNVNAV/NGdEOPMRKllX8XpQv5frL+S/pCYAe1krXFyhxeBiAlVJGnmWYYrWl6h/OOwoF1Cu8chZL7maWpCG+MxvkQX6O0SFNdIdJEpShKi06MyBWdGMO0mokAR50QY3Xq3nZDjNcRebmAzf7AVuPC6MjeRbUKVa+xdxCjxJTSGC3uu9U8plRwJA2FQF9n7tZzk6ocVBW+GuvCAyKmPmENiQZHDo93gd0rwVNWDKMUfkOkixeQGMdJokV50Mii7LoGibFgWYNY2fP1Cks7SHRdmL+vum+Sa5ZPMCgsn/jVg/z7s7esngsXiweRDSRYWjmHUSKlcE7OURHc962jjAyrkwKE87LvyCv/gLBmerCE+Up5kfyGk0+yUNiwQq+maYq1JV5pjDYU3mNLB5vx4z/xUGzugdx8POYRM+2kZ8YHE4lNexvFUY/Q71Yg1uvQbGZVNT4Gwg8DzrhB3rRXByJDKQu3Dswm1QQiVfEaONagsWZGZJPh6Xb79HolIyOGWbNGSBLNXKKrp2QWKlWH6MrGUmaXD72r3tDEDa9zkOd9Oh1Hng+4YonjS9+Bp+4JP7wcGCCrSlzYFbzr09S4CEDD+d+S+I0f/lJx8VWiddlv95Ir/xzc8JI49RqyEc+Be3m6/ZIlNwEqBV+GDyz22mADwEy4/V7NjbfD4R9xODfg+Lco5s2H3FrI4+vGhcMxNelQLY/vyuYIXwJFPcmOUkV8XLAEvvghkbw1GoYsa1VgYljWG/uI4n3L8wF/uSPnHV+ckGsEbAQeWhMuiJLPWp1XAi95RsrENHzimzMc/sIGZ3xyjA9+bYpu6Vn4srWyke05/nx3yc+ubHDki5phDMlm/rTze1BoPIoTvtsnTXLKUqQuP7tK7tHkDPzsipzj3zLOoi09J71nNqdf0OPfXzfCvDkCDE/58RT3rpBNygmnTjJ/TsKf7pQb+oUzO5x8/OyqqBDluHEDEWXZkW2LICWCRqqemZjdFVm/J8bCPZYsNUpmRYKoQvGlVgbUrsWRnd+UKdZaD0kJa5AYP1t8X3keY79zQqNRu7IOn098EP4WYPxHMePjmd/E84ssY5wTHm2A83jS1MfLZoy/G5kI+Qzy/34/D2y0o9vtMt3N6Q8KOtNQFtIxVJQlXjnapsG8sVFarWaQnUZH0Tz0uya0WglaNwBhF7vdPjMzkXW3oR/PY62uQJWMJZFxu+g+mWggDWyhJ/Z1RlddcTMNG85yWJZfVuNI7p+j34+gUOSpzWZKmkaGUPJepfXAMzKSoLXMD5El8V5MZPr9MkjcdGXOVG/EQYAc1fnV/fQ6uM3G+xdNcQpiz1k9plwwsKkLIdG0S2tZH4oiD4VR2dSLFFck7UrpyuG1KBTrp3Ne/q2HWTGR89F/HWfeiOGAHceYP2J405kPS2NiCu987gK893zm0oc59eppmfubwjbjAQPXPNDjmhXIBnng5Wtr4A8PDfjDShlXF95V8h9TfeaPZnStE1llr+Sd31/GlSsVRJJoaK2ZnPH87q617LNtm+ftlPHpq+G82y2pWsEHXrgQlSRkKVx29zQ3PTDDUc/Zmh1mNWklEr+gk4Rf3jPNiZc8zH0zllfsMsaZR+9AXgijhRepLaXCu5JBnqMweCXnY21JpsU0xwdppgpGK42sIeAntHsMCnEane4VXH7PRnaZ32LPBW2M1uhEiXRVSXyHdQQ5awihB5SRZ9FQFxDSNCVLszBmZJ7JssjSS5tEWZZ0OmVgEoVNTIwPc0dQGRgZr3FujXES0cG41apdfQWrhuKgI7jo1n/inOg9Yj3jxStCKbXpvtt7EmMIGEuAFNKXKRmR0o+YJiYUcYL8OrYzhAJroqNRXEqUEss8RfX3Y60p1ZzuhOGc6pfs/eWbeGRqwCv3nM+Pjt4VKZxbdp+foY3DZJ79t2rTL0vZTQTWU86HqKul9IGJl9BMbFES1TaDomCm18U6D4HJVlrhlZIe1DDHa2PQiaznDS9rmVEa1cywZUliJLbFFqXkacpmjbwsKbXGpIGWLksaavP2f/PxPzs2j6AncJRlGRb3v+5tHDaqKYq6B1ImWc+wrC1K5WpHsGEXyqjvryvNMbMvso0goLEoHMZ4oltj3KBHqWuaKorCMjHRxVrP1dcaXv+uhFltwx8v8+y0gw+fSQElZSlOqVlmKvfWuGiYEK4sG0QYDPrMzJSBcZTP8bZPA1246yFko+DlM0m6MBW2q9g9BPFev1Rx/EmKe1d40I73HSUg9ulPszx4H2y7nea/z1TgLHkXTv9ikzd/ZLjxWxH7IY88VHPexSlZG/KuZ+/dHGdeqLF9+bmzL+px5VnjfOF0x/oJaI16ehsFPEJCmmqKXhHYRuqSYVxfZup3febOKSMjrQr0CKNTL5Yx3kXm7kHoh5TFIjHDC5amBrIa01TYfujUUJrbfjifLefCli9ZjRsovnHBNG99cYsNkyVECWx1GTR33tuHF7XCptRwzuUN1k/qetV0lmJgq/dWxkjfiYbn79vkjZ+Y5I835Xztw+MsvWAcyRgt0Rr2fVIi2XpK8bx9G+QFNDNZrHffIa1AnBqSdEEtuxOJU8w9/WvwEtn2GgT9PYlkDZyGWcth19bI+NdAKkpwfWBdauaxBpLRZTWe3/DPRMAYqvIG0rQ2v5L3Clf3UaY+/0zAOHwN5PX+cZbxiRrgxLls2PEPoCg8RTFgENiKfr/H5EyJczlJJuMLb+l56OR9MpMyu91mbKRJkqTBeEMY39gqYIw8E4Nc3KNdyL5tNuR5EYdn2dxKH2Ia+hpjNiZkWWPo7GujlxjrEpmx2DceTY2kLUCKD/Eaai39m1GpITmrQYZHnBstSmW02+B9K4AzKQgJq+MCm12SpglZJsUGY3TlTFyWLlxHwrnEaBtf3d+ogJGCpA+Fv7gWCLMaGUJh2xOSJEEiEYTVLQoJTRc5vQ9usEklOc7zaIomm/PbVsxw9/qCz12ygdzC8rUFOMfHf7QemYFW0WhrRpqxCAavOGUFpL5yuSahAo4YQuUUnjQHbttIqBPK2Drq/EdqUOjha5cv4+OH7SjgxXkaWcaVK5FvWiCDN+8OZ96O/L8BT99mjJb2/G55By8fl7Pv8nzkpRmJMazsJHz0qh5YzZXLVnHbJ57E2k7B5bdNseWshLect1xeC7jojmk++4uH+PcD5uGcogiiR+9LEqXwGJyC/7h4GT9dmvO+A0b5wEGLaTY01hWBPbUU1tPpF5I56UWZ4sK+4j0/XsYld+XABD8/ZmueslVbJL9RbYL09KZhbm02MsRxO47D6JJrwlojTGivJ0WIqZk8jGtXRVPFVoekyjsMiict+xJjxKBmuKjmw9ws+46YeRr3KfX8IrjJYQsXAKNQkAqFDjfXBECKF5BYF/BECWSCGsA7j0PkuUppvArnoxRpkgQWtW5DcM7zb+ffz+V3T3LiIYs5+plbVjPBfev63LxyhhftNotmqumXjlse6bLngibtNMpp6/3d1fds5JGpHgAX3LGaz/2myZv3mc/cVsLcluGO9z+Fe9b2ePqiNlO9gn899Q7u6nY57RW78OJdxvCxn11LDExuLd55KQZ4MbMxStHt9ylziUJRSSJSWh+3IAKqC+dIjcE7Qt9qALoebFFQgvQ/WikMJ0BqpD93rNEgSZJKQmsVJENFzs3HP+H4X3g5NwPIJ3AkyaYBrsNspLUF3ickiafRgCzTRGfNWianq2Zq74er25FlqSdO2QTFKJB6810UcXNFACl1f5Zz0axEXEA3bhR6q93OaLcbfPO0HJtbNuQlLz1iwG1/aKOUZElKFd1WDGfMTxK2woTP6+l2e3S7Fu/FXt57Qh5Zylizx3SHAB7Dyh/Booa3Hg63LYU/3TL8PcUXT3e4PvI17fn6WR5ISNKEa39YcuO9kcVMwTl2PdSST4cSdnwfRF709U+lfPMEw9r1nkOOGfDAGrjrkQLZBeS8cN+ULec7TvrgOG/7r0l60zrouUo++54mn/jKdM02blIRjTcdwEAGH337eLUBFZCyqVtcWQ7odMrKPKXZFBv7NE140q6KH3xa8ZYTp8hnCCVkQGm0V1zwtTn84g99XvnchB22VmycKvBWAQVuAPPnKVSq8YOAcEOzPQ3HDosbVVHijzeVnHZZSjGIfaM+vJdGGdh3z4yvf3icLeZqxkcM19+Rc9HVfXo9xzEnbuDQg7asihgrVlve/aUZihKOP6rJ+44cwTnYaZEwFS9/TrMCTNHefxiQQWQFY4+jnM9wBXgYBD36iBuTe5cVHPSO9Ux2PRd9aQ4HPyOrGLAzL+ly+bUFxx89yj57ZsQ4BhAAUMv0fGB1XMVO1v1wbFLAEbMRzbABUB2DsykYezzAGMfJPwMwxnMcZhnlHB7do/fEWcbHM8AZlhgPR5nEPM48L0Jun8jXuz1LvxiQJZo0dXS6mt50l9ILO9Y0sNWcWTSbI0HqnVAUhbg0F3KhslRRWE/qhGUoSycyP3RwZBRAFiNw4vnHfVASeqtqhriOAogRF8Ie1PdYZJ3yWtLHWCDGY5LlWpTiBpqlCe12RquVhdeKzKRET0AaetBFRquUOO02GvI+7XYDGfM6OCVHlUkun09FibCmZuRdJQ2O11/WGxV+X5QjYswj4zQyTtHxUkBmAXiy0LcXs3nBh3OxCOPvA2sl7BnA5y9byUmXT0MR3EYMMn8bRWwbIBjjfOHVC7j85mn+uLzH1DSyHiQAflO5nAe0BwUnvGprVk/nbOyVfPLiCflehxpAKlBpG5+XOF+yprRoNM/bCq58JLxeAbc+DEv+fWvuXN/nyVu1aVhLkmbsu8M46C4knlfvlrFg9jgeaDU8aDGJ6zjIC8veX74TmxNFKfW5AudcP8nb958njqZaiRu2T8myDKXg3okB590u0v8v/6bLW55ZsGayz6LxhBKYKDyLxzISLf6g1jlwAqXyvOSq+wox+s48N6/u8i9btVBAlqYYk1Tsc5aJ06+M0TKw/sIkFq5EYcHbIYAo41u5WBwxpKkwWAI6JR8x9p8bo+uiJAptVOizrdUItURTyLVB4XBOgLFDVX2MKhQ0KtOb8PMOR+xKEPOckFOqqdxVxd1XQKLW0uM5fA7D8x+wydeXLJvirBvWYp3nHeffy+ufPh8PLNvQ50n//Rc8sM/CMX77b3uw31dvYelkl4XNlFs++GTSRIfl0uOdZ88t5bmNY/GEKx/iO9et5LYPPIXSOUaN58kLUvIi55w/r+HmiS4U8N6f38OSd+wm0n8dsp0L6RlWSYIO6pZEiYOrVgqdJGTG4EIfrfTMigtudzDAKYLpkRjqpFqTmUBqGBN6UMOgVYrEiOzbh8likBckwXyocI40+cfN2DYfmw/YDCCf0BH7lmJfSFzUYxBuHTjNUEVfBylIgtikRxBZm9sIMBw2XIimOLUhhwDV6OgmJdwkiZteiWWwtqTXKyjLHKVSxsebwahHNiHz5sQ8RMMDDzm63aKyuq9cvbwL2U+q2iAXhaXb7ZHntmJblYJWK6XZTCnLktWre/zg8/CjSxVz53lOPuNRZRgPZ/w0rBYNB3mgI7XHDXy1UG05X7N6DVCWlMCy1YqDntpkZN6AzkbAKfJpYWHFiVX+JA3PJacaGo2UqRnD/m+cYuNaB+Qk8zwUkKQpT927yVfPKfjWuV18D9k8KNlAfO370/WmQcGu28DT9zKcd3ncuInW8dCDGnz7P8eZO3s4d9CHfqw+09NFFTXRahkajUa1wf3GDzt87pwN/Os+Td748jbP3j3jyhtcHGCAp/SWxQscXzmuhfeSSzc+ojnoXwxX3VSCBld6Tjt+lFXrFV86b4bJDYp992rwqhc0ePsrR2WBdpAayfAS86EgpQnOfq1UceyRozxzb4k0eeeJE5x+UTeci2bXRfWY9h4uubrP5LTDOzj/twM+827ZeL/6BW2imUctkdMVeJRrFHPL6mcp/v23+vweLUvVWnHuL7us2liCg5d/eB1veekoJ39kFrffX3LsV8QN94obB6z55QJE5lc7/hWFG5LwDTNQkVUUFiwa99Suk35IPi7nEl04a+D1zweM8Rr8PZYxbiYfbYAzDBjlnP86m/HR71X3vW3KDMv9tUH9UIRYIelP7PQ9mgKVaFLtmZzp0iskRL3dbLJgdIx2q0niHmF0dISy9Kzb2MG6kmYSYgCUIi9ySpvirEc1kcgGkyASUR1UHWlVlJNxVxu4CKiKPYMqbFzrXm0xIHNB1QGNhgDKPC/pdoVll3zCkrwEo0qyrBHknA0io+ecxNgMy5td6Fs2YTMXDc6kDywCQgLTqjHGVq6Rou6AqFgQl0yIEm65xz5E4Qj7Guec+JpyLaR3Lc8J10ekhnHzL+uWoijK6uuyfoW8YGLsk4wx6yxKw09u6IAtgq5xaD4MDOIwq3jQ9k1etlubL/9qJd+5QaKV/vvV8znukrWVZB+Qml9Qqty/tsNHLpmUOl+Nk+ujAW/ev0W/GNBsNJgXZLWnHr0dZ/95LZ+7qgsK9t3JMN7K2G+bjGaIeWi2MhbM0Sz/5CzWdixbjxnKsHbvMG754L4j/P7uDse9dCvWTEyJWmW4YKgIvYtw3Au3oJ3Jmop3oBXWS7+hdZY2hYBKoxhJ4blfu5+1A83TFmpuWeMoC88bn5by6ZduJQyX0kLOKkeWaE45cive+cNV7LEg4237LWasJc9o7KeMrSbdXklRFohZDYhBkhQemilIr2ZSFe50aD0RM5coh4VQGyb2/EohRVdfi7nCAIX1YEsxqImgXmt5vWBiI6AlCUlTHpwLjKHCKF31Ndvg4EuYL4UsExY8gsR4DAPE3Hqe/507uX75DF982bb8+wFbDRUkxYxmY7fg57dv4Hf3TGKdnH+rYfCh5eeuNR1KLDZ33Lhmkj8+MMHt66bBw8rCcthpt/OVV+7IrvOaWDy3PjLNc89eKuN7KFb6kU7Jxk6H0noUHqMEBO8yJ+xzMjhwi5awiEqRBGWN0wqTpKggm/feU3rJVR2UjiKoBJzSaA+pVjTCtVMNMX+KfZHGaMqA4FMt2a4+7E37TgqfRolpUqrjPZBzcc6zYjLnhF8/wi5bTvGFQ7elsRlM/s+PzT2Qm4/HOiR/SxZp5wxpKk6qUgGURT9uyGSDUPczxsiPYbZR5lfR9oh8SA9t+nyQEYkkbHjDnaYGa2u5SlkWdDo5ZTnAmIxWq8XqNSlz58rkNBgUeA8rH4mrs2OH7cXsRTYhMTxb/p2Jbw79fkG3mzMYDIgTndbQbDZIEhgMSlas6GIMtFrw2W/Adbd6mmOPcfEU8t5eS6iatkObhKhrskxby17bw+3LhHF41Xs9ul3wnL0Nz/gXmJnRnHKuB59RSz9zyoHmm+ckHLRfwrmXzLBxohfe1/C2FzU594qCqcmS939xRgBjLG3H2wGsXT90rspw90rH3eus5D0W0BzNeODnsxkfjdIwuc+DQZ/JSTEfajQUWaZpNJqVjC5GqHjv+dSpHXAJP73C8dMrZ0gyz1H/2mC7rWHHbQ1fOqPHa148wo7bRHmeqwDIHjsYrrrNg9JkDcMRL2qjteF9R7Tp54pWowZDsVL97KeN8OV3r2Ht9Bb8ZWnJZdcUAIy24dsfH+WVz5Ng87yA0y/qyzX1gPI87xlpNV69dzx3nwZZovE4jnpZm9j3F42fIuiCCF7C5VR1ISWCl8c7HkuWGoGcczJ0nrtPg+bZXfoD6Pc83/tFh0MParB4gcYH2W8zrR0RI6NSn1tdmBEX3OhYHFnkGuyK7LMu1MQg9mFg+M+UpA5fA3lNHvVeokKI72uM2oRlhCcuTY0Mghis1DmTUfUQf0bmoRLnSvJckaZQFDkznQLnLWmSkiUDJjo5G9b00KmEcM8dbdFqtEjTjDQRRm5qGjZM9TDKo3F4nTDIS+kh0gntVpssk35GpSRXV7Jxo9EFAUzJfZM5M8pCIfamex97V2WOEKDmUMpUclFrPTMzOc2mCr19nkFhMaogTduMjYD3Ik2WvF8bzk2FwltCjAmJjLBSGcbEaA/NcHFCgHccf5ZoQhbvdTSuiXEYPrC2YuTkiNm6oIck1aJ+kf78+hrFNokoa5RebE00aJMip2eQy3MlrpOOK+6aZm3XcfjT5pAaMN5w35o+D2zMhWlMIk1PzQ5GjV2Q+j/SyfnxjVN85wZBi2kbnrmoyQVvWsArT19TSUJJEABp4SMXT9Zsn3i9DbU8yJ+txsdIjaLwjkHh0L7EoTjiaVvw9B0KCgsH7zJHroVFwJ215HlBjjhczkoVG2b6wcgEun145wELePv+Igu0XsmDH3pOSQDtOft189l3u1GMSeiXViSBzoopjFYYDNokbDFqWPL+7bjm/mm2mdPgdWeugtJx43IngBnFObeUfPlVTdI0Daqm6HCrOPRJTV766bki2S5y1vUsWrlwD9Pq2U2MIjFJVTSKLqaVE2xwfo5FyXpuir+va0YwgGmF9Mrl1tbsm5fraAJVqJE1TyBTmKPi61Orpqx1+OjaHOq9WoMPzu1ZmoRC+V8rTh5POu+c48q7J7h22QR56fjgpffx9n3nSykjmp8Bzz35Fu6e6mPLeo/xip3nUlgpph60/Rgv3GaUPz4yzZueNI8XnH37Ju/1+xUzHHrWLSx5225YBYd8/y7ohRcv4BWLE365tuBj+8xBoUiNGDCpwOc+bZtRrjh6J+5f3+fAHcYwiJKiE3piC+dwpZjZaKAR2V9veKiTsodKGW+L9N4pJRmcAYw751g1nXPU9++mZx3nvGl3Fs1K8XhccLRvagVJgrYObQzWe1xpsYXFao8N11MrxfGXrOSKBydp3mvZcV6T9x608K+u/eZj8/H3js0A8gkcstnywczGBLZONnMSQSCGOWkKESDWbpPDLEA0vRGr9LiJsGGmLQrp+Yn9B95HuZyrKsNJAnnuKIou3gs7Mj4+zsyMYv4uA/qDHnO3LMlzmDvu+NV5Dd50pOLPt0su1NnflCq+sIoFxog7oLWWmZlglV/kweHP0WgkIVTe0+n0Wb7c025DXsBgBrZI4bpb5Dr1Z9hEeiRsoRbQ6G3AfWFm1xpcrHIquhsN+z3fc/uyUAlzGjfjuXKJ5cZ7Mi47JaUoHKf9OAdK0AI08ZZL/jjFhg2KffZUaNPAadh+gefbF3XEMEcpkUwh9yduTOojfN8RZFkaozRfOq7NXfc5jjq0yZxZ8qj0+33WrRMX2GZTMzKSAKaSFkdwYq2nsJ7Z4w2Ugr13bHPr/YGixlIWnu0WNfjIUaMAvPb5LaI7ZHQcj71aJ7xzFrPHNM2W4djXtYYApmZsRA+Bszr64owL+3zo5BF22Tbn5QelXHZNH7xnzohmy7kmyOUUD6zMhVlwqrouDz7suPaWgmc9JcM52GVbwwMXzWfjlGOnbROGDQmqCrCLgFENAcq/3ccoz1bNMs50Pf/9g2kWzFMcc2i7Yk+ia+sBT2lwx4/m87IPrOeehx3eKbbbKmH37RPO+8wcrvjzgHe9eqR6xoSNjcY88pwliXzIJJF7VDNzkdUZBlExIiEye0Mj5p8AGON1eCxZ6jAj+LdYxuH7MOyaWm0uh+ae+FoQ3ZpdNQcJoxl79ag2tklYIbq9Hr2JAq2lH3yq02OqK8H3ChgfyxhvJjRbbbIAYgZFn5m+bNgHpbAe1iqytMFII6HRaCOOpAKAkkTRaKTVZji6Dko7ANVcGpltpQgZhZ40jZ8hSpf9ELun6PeLUBwoQ3HN0h+IOUyapjQzhVKtahMsBSBDux0Yuop91tWzLtEgdX+pzNNxzJXV/ZD7Kvm1Yuwj5xfdPOXrOihI6vxQFwxUYo91URRVYSHYj6QAACAASURBVFKAqvSsy7g24b5GxlMUMTET2DpPYrUAkEQFwyIBjxfeNMHRZ60EpfjTvdN87rAFWG8577rVSI85gVongEUf8ewmhbgzr1zF71aFtgMHxQxccvsG3vqMufzp/Yt43zkrWbIa6IbfTajnYg+qKcvEwgxWzQige/NuipN+uZwX7TOPp285xngLGo0UhQGlmT/u8K6g18+xHgauxACudFggRZFbSxpcSROToFJFM9U0tEGZTBg5Zfn+EVtw1rXredbuY0xOWXbaIuHZ27WFpfUK51Vg1hKMkhxJh5OsTqXYoplw+FPnotDsNGcN900oXrBLxvUP5Uzkig8cNE6SJAwGOf1BiQ9A1AWpvA5cXiMzkjcYMnSdAzU0p+oQ1eS8e1SPrEKl0sEX55NoclOUVkq1zolRSwiar2I0FCE2BHxwJvV4kZoGBUuc80orRWevFD70+ysFxsfYojTsb2Lxm/D3468Fw7JYG/4vYFa+v3h2Ql4KbZ0Xig2dnM7AcsPKGQ7aYYzxZsrSqbrfNR5lmXPP6gkamWYsM5z6msUcffZdnHLTmtrUL/rWOWiEliBVFW3CjzTha6/eEYHN0ehKCVOrPJkSZ92txw0fuPBh3nah5/V7jHPSK3ck0WGIO4k080piWLwX86Nnn3wzd08VZH++jVvetRejaYJPdHBslWe6oRSnXvMwt2zog4NP/3I5Zxy+gwiLtMKiKMXBCWsl39PouH4lYQx78qKQ79kBaJHUjmSb2cf/8eEZHi7/a47NAPIJHOJiV1YspMyDmizTQe7hqk1GnfcWg2FVtRmTTWDdVxglcrG/UR522WxE8FmWcZEo6PXAuQHWJrTbCe12kyhTvfCynP5AMrg2rJYNx8yM47yLCo57Z8pBz0z4+eWOdetlol633rD/v1rWrOvwtc8WvOoQDRRYK/0xWaZotUZIEs/ERI/16wU4zpoFv7gaPvgZwMN/fRB2WQz3rAQaSAU3fO6R+Y7OxkhHBYvF+JQ5y5N2Tpjpw4MrPO99Y8IHjmlw1wN9/nCbhb70O0HG5ITiWa/ty0qUeukAVwOqla80bPPcHrtup7nqzDYX/qbLV84a1kz5+q8KPD6KifRK3s/B7jsajn97myNf0sI5T6/XZ/XqQTCcULTbYn1vDNWi7pxi3YaCN/9nl4kZxc33WPDwmfe0ec9rW/zmO2O849MbuejaEgrFonkJb315zeZpXY+RyNyJy6TkN378mJHwPTMU9VLHYgxLf7z3/Oe3J7HO8cDqnMULGzx114w7Hsp5ZAIOed863vCiFu89YpTvXtgNDIAAyCR1/PiKARf8fsBdP9mCxQvF5OR1H5viyutz3nZYi+98crxi5mSDXptB/d/KUqO7qbXw1k9v5MI/DGgkmtmjKUe8qEmMlonAdPtFKVeftgU/+nWPJ++SsMtiCeA+9MAGhx7YHGLxfLV5kt+VwPkIKsWMZdjCUVV/hhUE8fhnA0Z5zcdmGYdBXjTAGb5+kZkVcFH3YEan5NgTGfuZ5euu+kyRxZK+SSlQCXB1FVPlnGVqqsvUTI5zA7QxTMx0meyUdAcyv80ZgwWzNEk2RjORcWBLx0xRYrSilWWMjWRY69gwvpF5s8cD6BMzhzRNKrnn8LkJa6gwxleyuho0+jDuo+Oxr/r54iZaDHnAuSL0uxb0eiV54XC+RCtDs5GgVEKrKTLzCKgknsDjXErsh82yJEhok0q+HE1rpAhhwziOUlMZf8KMAojzarx3McapKEqUcuH8qcZ4ZCnrGCBZD6SYF1FXjPyQYhKoyqzHOYfSkqvYaIjEMfZEKiWyXUd4HqzlzpUzgIMSrrtnIxunR7nh4T5f/t2UgMWUaoONgvc/q8HXrhvUjGJIVVq2zrEu1PeirHX3+Z6NgwHaKdYW1I9bCtuPQFkqVnQVC1uKVT15k23GHL95z7ZMDjzPPmUZlHDG0jXc/eFZaK3o9UscJUVZYhQi5SstqTFoFFaJC2canpuRRKOVwXmF9cF4CPCh/9y7Ap0YDtxpFs/eYRzvNYnxKIS5UgqK0MZhFZCF500pmlmD0VbtNCrPn+Wyd+/EOTesYZ/Fo+y1oEnHOmZlCXlRSE0VUCYJPY0hGkvHImDEQBqUF6OewBzFiUP2GNHkxlX7ABf3GyrKVpEaQJxnPDSCW7E2tQRfK12x3UoJ0HTWYcOcqJRAp8So0Jcs8uc4j8Xjb4FEaQvwFZCtSroxziKco/Uh4zAMF+s8c1pRdQR4zx0PT/LCc+/CO9ihqfnxUbvgQ6JXLGAAnHvHJOcunYQULj18W3ab3+TqyULGqIZZLcgUjBp49pZt3nXggnDt4B17jvONG6Zixw0D70mV4roVM5z1x9Uc+aytef5O4xgt/YjOOu7aUHDzpOwrzr1jii8dRuWsesnSSVZOD3jzM7Yk0eJUW1rH3RtE7p0rz6ppx95bpXgnoSS/umeS3yyd4E37LmT7+Q2ReODZbX6TWCnQRlNYyyCX/u2wlJMXlt/dP8WS+yZ47dPms3hOgyREoJx8+M58+w9r2XXxAt78zC0e855tPjYff+/YDCCfwFGWZdVbo7WwjUppYh+SbECGw9OHN4oxWF0NsY0+VMHLavNWN6pTbXKNMZRlTrfr8D5HAq4btFoCHCcmLOddULDXrvCCgxwi0g+LQiaSvoP2bZBl8N6PDfj9DR5yQ2u84IiXWdas70EJJ34NDnuRlJeV8syaNUKaetas6TAzIzJVcRcUVuySy6g2D5dfobnoTMfElGd81HPKDz0Pr/S872jYMAOvPlaLbbQOv+AgapVue0Cx75NgxdqErRfKAnX/Cgv9wC7iUG2LH5TgQxOCDfRcYth2Qcqyhx0iTS24e5njrAsc3z2/2PQGDlW5a/2Nlz8EE5t43bTinC+Msf3WlrVrp/HekWUmGAYl1QtESaMYtAir+5TXTfLgI3H1Etnwp769kU+dMsE7XjnCeSfN41dLBoy1YJ89U5IkFh1U2BRL1VNrFcK+fWBXDErF8RVz6Opcvrg4DxclDntei+9e1CFRmhfv3+TfXtPmya9bxx0PCGV01qV9fnJFzreOH+X0nytK6zlk34xfXz/AW4VOFJ2+fMZ7llmuuVUA+Xcv7PCNj4zRyOr+2cc7Hk+WGs09gKr3Jgnv5xz0+pZPnjLJQU9NWbTAVBLvK/7UZ8t5hl231bzjla1qE19ZyXvHw2sdx5w4QTNTfO8/5jB3lgrukmJoFEHZsNGNqTZSm1bMh3tw/tHjb5nf1KxVjBT5a5YxsoPDLGNkVOMfIET6RDYyFp2GGKjAhkW5p8xZSQBirpIkT01Ns3LdFMoVKJ1R5H2m+iUzXXmMUwNzR2Gk2WC01SJLNY0spbCO1KQ0m9LLLX2SkkGWpoqxMR2ydHUFiuN4kDnPV/dHchjlnARkyb2Jf0M0h5HeVWOo2DbvxTnY2oJBHnIcE0WWSBZemjaJz5gAxejKKsH2WuuQC6mrOTvGIsWxIfJgR1lKwU3m8OBS6etztFbkrtICIVLYshRQYsKzHkF0vP4Sw5BU7GYEF7HIEV2Go0mbjH2Zt6W3UQqUEUh+64pV3LGyz7Ev2IK8dMz0cvbYqkl/UJAXlq//5hFOvX4AxqPHYLwBN63N+dwlq+u5cthQxsF19wzYZy5cv5ZQMJSP/KdV1C6rACnsv9MC0iQhUXDiYZojzl4TXlPx4FRohGx4Vg1FPF3fgfGRFj03qHsjc5jodhnR4nqrtZjJOKMw3uGNRiWGDEkSEbdOh1EKRYJWGoUlwWOdQekE68Aoh3WWxGuKUsCMVhaHRxmNSjSZNqRGCsk/X7qRW5d1OWq/eSwaTYIjrriEWhcUSQ5efdoD3LrOAzP8/tjt2WvhSCX3jwBQa1XVMKviW3Bc14kUt5wTgxVUHGe6ct7UWlEEF2FFNK8JigkPKo7HoXmifs4iG+kI3ZHyM86RGE1iNFnIU43jPh5/DySC9EE+FkgEYVMjiIxL84ZuwSl/WMU2cxq88WnzcM6RFxYN5NbRc5EJl/F18U0rhW208EDp+K9L76vHqTRiys8P9S5ecOM6rl7ZqQscKeyRaa5d61ir4UVbwYLxJlppjNa8+7nbcfl9d7C0ZznpOYs54qyHuLc3YKYr5/GrHz3An4/dg0VjmZyrNiyaldBuKrrAnmMJPee4dWWXq++b5qvXirvwrSt67DK/yRX3TPLxQ7bl7U9fwGk3rmH/LdvsOC+jKIUZXDVTcvT590Hh+P7S9aw47l+Y3YKZwvHaveZLvqW1rJsecO2Dk+y34zijzQS85y/Lp/jYbx/kntUFODjjrnXc+Z6nYFHkDrJmwseevyULFix4zHu5+fgHjs09kJuPxzq01jSbJlT8Y/9i3V8iTKGtWJnYAxbNKoaz76Q3QxbOaNMemYi4AVRK3FQlpNmilGFkpE2WSSafNNWXvPg1Pf50pwXv+ep/BXATXuTj72nymkM9O+8oUq6HV0l4N+T0pnK+92NkIlWeI18GSZIGptUyMdGh25Wcp3ZbqvmtFuQ5rFsHL3kBXHm9Bkp23sGyfiPMmeXp9+Gdh0O7rZmZccwah+Pe4rj0cjjunYbn76d57XscNy5VoFKOeXXC6T/NwRV87BuK3/wRHl7VQGb8PmSezx/b5KNfKECF8rVPAA2lZdm6odgNJQvuspVDzKNXAhIrfODBK9K2kcDruHw1gJ4DVfKCZygWzO6R54ZWS2zS5Z6qatGOgC72lXnvueYvOQ+ujq6vYZVDASl4x/+5qMOXPjDKC/eV83eR9QuoVtwjozOood02RGkfyJiIEkuIYKLuYYtMmwrypq9+cJTt569lm8Vbs+1C+d4n3j7GMZ/ZQD843w4Kx0v3b3D4wQX3LHN8/r2zOHad4zOnzfCK5zXYfXuRB263lWareQmr1luesWeDVvOxE4gfS5Ya2RiJ86gBY5bpoWdC7sWpHx1n7zcM6HQMDz7i+fz3pvnGh2fhnOMj35ji1As7APzqq3M54KlNYsZfBPNJYjjhtA1ccWMOyvLZMxQnHTtbKvphfMRnrQaHw+Dgn7MA/D2W8d7lOc6K4mCLOYaxEfOoYkC17doENAJD93lTRjIyj0oRFBEA0UE19nPGnlT5vcEgx9qSmZkuqzf2GOQD2i0o+papvmdiOq+kp1vMhgXjDVrtWbQyz+joCL3eAGsVrVbCqEkC2CpJ05RGQzb5ccOaaEO73ag2pJFZjsBJima2ugaRjY/mG3FelZ5t+bt2W6UCaWV4htqtJs1GgUvTUCSoi3hSRJCMycj2Rcnv8PXd1OVWTMUiYIjXXCR7w67aLihKLP2+hMKLi2uKMYReSh2uFUR34CwbVqdQzStRJhfXGQEhESwmVQHSWk9RluQ9WQ+st1x+xyQfvuBhKBU/uWUDMwNBK/sv9Jz8hq2wJuHU6/pxqOG6cO0MXHtGiNGoIpmo51BgyTqgTU3c1wbH9eYczaxEANHE9DRow85zFEveu4Dzb97Il6/pyzQfmc0i/B3er9fPGVGWjx88wplLOrzlWSPMzhJK69FJKqxckBGS6BB7YNCIwZOYKmnQBo84BDtbkqUNCg8eL0USA0obnEloGcCHoAnlg0lNLHYprl0+yTE/WA3O84Prprj5YzujlA4Mcd2DOrCOeyfksxnlWdN1PLWR1nNCfLqdTBBxnOlQnIgxLBFgWRcNlwLoUvUYFXYyFDvCxYt9jQLiQsE6AkxAGUIEhqah/xok/n0ViatZxMAoei+updVnU0NjmKgWkDdxoYgeGXNrHUeeuZQ/rMnBQJF3OGyvueAcShusc+x56p2bFCa+fuu0/Dsssxc/XNSSVE9trxDHaAK/WN7h4QkqRl1p2HXhLK7duBGA7RfNYazZCuevyHD89l17463lzOs3cNPGHApVF6SBpav77DBvNPTWelKtuO3de3P3+pzdt2iw7ym3sLrnxWHXy+9evHwj5Z1yr177k7tYcdxTOXKnKXbaaXcOOe127pjo85/PW8SLd5qFoGQPVpjMQ3aZLWPClvSLkulByT5nLoUC5o0Yrn3H3miteePP76U/FUebp194RrIMkgRnLcp70v99eGfz8U8+NgPIJ3DEwGWRgekq1kOq+1H+FQGgHgosr/t18rwMmXpxw5FItTJUGaWK7hkMQo9cKazkrFkj1cbCWktROMqyZO06x9IVJfQUtDz33e0gS2CgwTu8K9lzdwnovu76Aa87vM/JZ+VMr6PuYwFQ8MkPStD1mjVdrIWREWg2Ic89zaYsauvXh9SLzPOygx0HPsOy/+GeMy+CM38Bt1wAc+dqul1hRrNMWIG3vdrwoWMaWCuOsVf+OEWphDzv8+Byxxk/B1+kUGh+e02JrAIFB++X8MXj2+y4reGGmzQ/+VXOnAWKjetFpksC5JqtFynGM8/SVY7XPQfe/fo2l98gVtqMeOgMlV+lLMvCOY7lqzTS71jIHNsGunDNvYZZs9qhD8pUvypMQe1q+P2Lezz4SMHbD0v5/OnTfPOinlxYZdh2geYT72yjjedjJ8+wbsrykn1aQUpYs1HRIdR7gmlIZIFVJQmNG9pH99HGzWW9yY3ARcbo1TfmfOL0FsZMcN0tLU56/zgnfW+Gfk9jEth5m4RP/9sYv/6T5Ue/GWBLeO3xG7n9p/N5wb5zqw20jHe446dbcN+Kkt2333TKeLQsNRZAIqsmr0OIO4nMTJTcyYVoNmR8l87S6cRdKOAde7xmNZN9x5yWIe97dAY33F3y7KfE2AYjPR/WU5YFi7aALAOPZttFGdEVdpjB+n8BGIfv66MB4zDL+LOruhz9mQlcKWOr3YKbzl7Atgvr6xal67Wrbd0TWN9nX/WGxhzFKJWHesMmERWSCdfvi6Sz38/p96dZN92jk5ckFkyWUhYlD3dgugtpFkDj3DHajQYjbVE+9PuS/+qcZ2SkAejAfiqyTKFUk5j3OZybmyYC9OUzRBWGjIfYP+u99JmL8ZSjjpoo8V7eRxhaEFfVUrJ3nWyyhGUClKEoShqNJDCJSQW8BLhpYlxSNOqhajWIjGyMRok9ocIuRTOd+Kz1ejnRsdq6OqM2TRJaLYMxCUq1qmcjzvUCCHW4R9E1NjrKxveL/YoKY5LANgqgLQpHf5BLb5vzOG/Bi8PmoMhxtmTt9LT0NxuYqZQXsGQNvOZ7j3D+0VvLWhD2qEDtPipTkfx/ON4o/NynDhjj7OumeWiCwEBq9l/kWbLKBxbSceIhI+x/8jI2lHDqK+Zx8E6jKJVw1DNTrrtnGb9fPvQQufq9v/Py2QwGOUmS8NZnLuQt+0hAuiPE03iP9g6SKHsGZ8Ej+cReaVzokUyxKAqyRPH/sffe4XZV1fr/Z66222nppBAIoSahSJAiHeUC0oSAFAW5FEUpFxBFBfEqNqRdEblWqogKSgdFilRBqhBCQoBQ0nNy+i6rzfn7Y8y59gl6lfvo73e/3/tjPs95ck52W3utOecaY7zveN8sKKPxiZTCt8l7FIZEtqEzt/uYQSxaRprSOxn4HgqPLHXNbAodeHR3dxSJmqcgzSQD3vnixTRtgfCg2VX23mxMMWfcaQSRXhFkTuaWNpIkCIVV5qLnK0lqld1fPOzzcpRRaFesst60nr1XOFXTELeHeIze7v4+c8SsmyQaOb7BZsqvX+xju6k1tppaK/IzD8i0UKKxn5VpTRLHKIRRkCLoY65zQvdKi8CuaiWFgNKP/riSV1YM8otXG2xagQNnjyFJ7MQzdr6uc8D2Z3TtdvS8Aq758AZc+8Ralg9aQ+cAvrHLFI7YehzrjwnoqUUcsfUYEssoQ4GnPCLl4QUB263fKRcggM6yEtuy0BCFAUme4ymFb294naWA7aZF9Mc5q4YyWyloH2w2YnAVmch+llKKuxetYcHAMCTw1Uff4PDZW3H+blP47cK1nLjTZJpZJgUSzyMMAkphyMpmAkkAqWFtAh3VKoGCiaUyb3kxKNhsYgff2ncGUamMbzeZfwK55r3xzmH+/lP+t433Esh3OQRt9HFCDRKIthEXEdhpV90cItD2bxTkyomCSBDllAJz8tzDmJQsE+GcMWMqxSYvqGVe+Ao+83zOnkcmkGgoKfacG3LBlyJuvKPJ2lWyg37ru4rTP5nxx6fqHPopqTIfvIfhtJOkuvrj6zzufBTOOhFWrGhiDHR0QBxL4lcqQbMJAwPy/cplbf3bFPW64c3ltCvO2mN4WM6LC/BKJZ9x40KMEVpVZ6d49jWbCcaklMshG22geeZXHq+8kXDWhS2WL9dQMlx1QSeH7F0qPM2uvAAuOTekXMp5/NkytUrGFy+JWbw24ztnhuy+XYh4s4lU/Ye2DbnvCUM1UDQiRyd1UZHm7ZXWwsMu+GljABOytJnx2SOrNskXC4EwlGBTel0lgf/VvUMc9/UhTK6456GIZ17NMbFCRfDtU2p85rAyyvaUHLJbmbdXZmw4JbBzJQdEGCEMlfWQs9QmjO0Ha8+7wljZDpc0FoGTzgv0WuaVvM/zizNybUgTxeMvZASBx+TxAQve0Pi+4YrPd7PX9iU+eUGfzGel6BvR66Cco0elrJizcVgkjC4YkmNyAiYOJWurEbd7HOUuP/+1jP3P6C8CtGZiuOFrXXxk9zK7fnIN7o7f2amoVRSvLk9Be0zf3GPsGJ9a5DN7hjS7iI9pPipJ9PjyCd3MnBYRhXDE3lWcebw7d/+s8fdQRrdPOIqy84/87R8z0sTBLoZWCpf/cpDdt4vYd/tygaQ6VM4JwrSTSa+gMDoU2tFXpa9T5rn05mlarTqtVos0y4njnOHGCIOZJtJQqQR0hQF1k9FoptITVIMNJ3XR01khiiKiyCdJRCyn1coolYR67RB0h4Q5Cr/0Bo+22pD5m1lxB1dQk+RRF5RMraVVIEmcdQVFkuz7gT2OmJGRmFac4Xk5ufYJfBC1/IAoCgkCV/DzbQ8lKOVbaqiyRaCg+AxBxvMiaQR3zPL50udu7B5saDaz4nv4vlC/A9/Rc519gvQvO8aKYyoIsuT6zBz92hUeVPG8MPTseZH1I8JACWmek+U5RsuxS9KkyU1GkmmyXJMboWSGQcic6VUIBgCY0wHzeymC7TfWwtzLllPrgLqNqWePgz4NK/ppB0OW8IFMLzbsVnxxv/HssmGFI7fu4rX+mF8/0ces6REfntXDlpeuLBLBh16q01cHUjj/rrV88PQuTJ7hGc1Qq72WthsHT/dJID2zw+NfNpuAUVIIDTBoT7w3PWPQeUqcpFYF1be+g9ZKQeUEgU+uQjwlxu0e4Cm5P1StL57vGTwflOeR5FpsFjCEgWfFX0KrcGzwrLfe8oGExX0Jn9qxi1dWtzhv/2lkqWZ1PeP5ZXV237iLzrJPKzO8utYWNHz46kHTKUWidu4pJw9g+yWNLm5L2ojiqbJFw8yumzxXRWIrZTFVvF7YMa5It26S+Nf2ulaq+ebvl5HkmvP2nko18tZJErWRbE7bRMgybIuhjGGfK+fz4mADUPzx5NnM6AnIM+nbTnOD8n2MgkAZyEUkSBlIrbCLVpDlmpbnobQI+YRKcfmB0zjvrrd5pgELhmDBC2LP8kQTnnqqv40kjh72bz+CPcaX2KCrxlUL+kZBvO15+6OHV/HjYzbix4+sYtq4CkdsN55QSZ/s6btPE6qzEsEl5fmS6BpDZmnDi9c0i/c9Zs4krnxqFSQ5R/xqESu/sB0Y6cVVxqCVwjeGjkhx+Kwx3LSwl60nVOn0FI+urtuCjVByz9h+HMv7+1k9OMTGUyYJPBzB7mM7GdfZwam7d3H6HhsRKNVmaNiqbK5h9uSIeZuO57bXBjn7A5PpsP3lvz9+K655qpdtptbYd4tuuyQ1KYIIB0rO/3vjvfGPjPcSyHcxnI9WmuY4hUknXrEuTRUcwiKJkjzukCvpm2wrIaZpal8jUvLVakhnZ2mdxDFNcyus4fzrDHfem0FLgQkhgweflODmzBMrnPeNFEigktNsap580UYMLXj6Zdh805BqNeDSb2R8cY2VWw8pEpIogkYDhoacn6GhXPYR6fuseM77two44VDDT+/O+fQ8TWenCLxUKoaOjg7SVGhWtVqJNM0YGZFG8c7Osj0/GVqnjOvR7LxtwC3f87niethmtmLePiXS1AmKCLpRKYPWATu9L6PZNNzy/RK+X0MpSb6VUtRqEY8+m3Pf0w3wNI1hQ1vpJl/3oo6qyC9d6fHTf68y70MVwjAgirwC9c1s4G1MUgSDjVaAj/S/PPFKCokY9Y7vgnl7tP03jYEwgJnr+zbZEyTT85z4wDsFW0wReI/u7WtbWrgkTVBG9x6uOu2CcVB8Yv8q19w6wEA94NLPdqOU4uff7OFHt9TZZLrPHttFgGG72SWuvydBa/jwzmXOunSI5Ws0l5zZxbRJzn6mTUsdTZd1QbiLVQRlbD/fFVjaPYZw6Q11VvSO5sYZLrl+mEP2qDDUtM+PFL/9j/GsHdR87+YWvvI57INlbn2owTOvxhx4zmr+9KNJzNk4BJwKreslheMOrBU0r3/W+FsJo3vcIYRCZVNFgOcSqSzLOfmQCjc9NEyaCuNA+YYrbh3h+7cpvnpCB6cd2lGgj1EUWnVRbWmaOXGcjkLwXG+k+IBlWUKS5Iw0YuJEzLo9z2B0xkiSkeUp3R1VupRPlqU0k4ThOCMIPSZ0hnRWOqlVAoIgtAiXzLOODimIJIm2SWKALA+HyKui57L90/bKNZZKJ9Rah0BK5CwFEHDiOKKS69mEUVShh4dbKE+SxjAoUylLsib9i1KECwKh4pVKziLDt3Tz9jzQGuJY9lPXg+t6LAX1zRCFao3rFY1jQXfbAjfaJs1CKS177cKUJI6uL1p8K91ccetZCjzK3hv84t7hGC1gaLUS6y8otFRpmxM7lAcW9fPYokEOel8308ZE0quX58V1SZspnlIMJS2+d9sq8V806yaPdtmBscmjncfjazDZsQA9TAAAIABJREFUgxUD9jkhPH7KND5wxdJ2DQ7DdusHvNY3yHq1kMkdAWfsMxnHlvjYFj43vJizQRX22mYMNy/ul4B4miJOcnzPEHgBx+02ljNvGwIF/7bPOEbinEWrYo7ZYQIKQ54lpJkm8Tyy3OB7Ob6yXpieIvAC24GhrZOIUJCDMCBCkLpM+bw+lLBe1acjtP6HgUcUBnRVK4zprjHczHh6WYv3TS1TqQTFfTyziF5g2wt2uWwhq+qG0DfsMqPGp3+xlDFVn2eWN/AVTO+OePFLs7lv0SCuCKZz2Pm7L/PLYzZit407CXwpeLi9USu7trVbB1IwCCxdWXme7Uds76Gj99K/t7+5fkSXJH7tnjf59iPLMcYwONLkoo9sWBTXjF24xlLLM5sIaZ2TZhlkOWubGS82LLsnMOx0+XxQcOZ2XZy++xQyIMtTjDakxhS1B2t/jVaImFGuwfboGiDxFVN6Qq79+Ew+cM1rDCW00W4Fu/REPNSS+MFZxhRfDNhvcokr5m2GArbbqMpnfreMig+Hb9TNdfNlMh+1/STGV0qcs890lOcJ4G0Ma1spg/WMGT0Rt8wf4IL7V7D/Zj18aFYnV/9pOUduM4k9Z3bz3NIRUXoz8OKKOniJoL6WVhBnuWWaSP9sbKS/9Ny9xvKlPcaiPMXLaxIevfk1+QLKgzDgrF03RSlo9PYye8NJLDx9DIvXJrx/eofs30rhK8gxBFbZNgxDKSR54n/5k6M34Sf2GqYWOZ7UHfGFD03BaLFV8S3d3RhDkmWSw2pNrVb7m3PovfHfGP8/RCCVGQ0l/B82Xn75ZbbYYov/6cMoAmVXmRYz6nbQ73a7559fxIwZ0/F9Fxx461CSpCdJYYwkM2kq/QyVSkgUhUWg4UQ/0jS3QZK29C9DGCoOPUbz+4e0pUYoIOTYIzQnHZvzzIIWixZojvmox9Qpir7+nI+eaFg1AjdcWmXrOQn9/Zm1HLGsDGEF0Wxqmk35TmPGKDxP/naIpNBzRYCjXs+JY0VXFzSbio4ORVdXhTRVlEpSkRdLEGku7+4uW3/JFM+TnqJSKaRcDnF+iYIEOC6KIH5Kefi+EX8sS/9ywadLzMMwII5zggDed3g/byx3dJdRSaO76djKtjSCGDASfnxw+xL3/nicvS55QRWFds9Umma218hwzmXDvL3K8ObyjJeXJyjl89CV3czZ2C8ozY4G6tR3HZLZvmnLuXYrcLTYjPzdDsBdb2NbjVKUIJ0XY/E1RyU2CxYsZIstNi/exyVao5+vteEntzYZHNGUQsUXvjdEKzXMmOwx0jKccGCZr5/SXSAybg1IktROGB0dEfgLupQLjHv7c350a50Lrh6x9C25HJef2cUnD+ngwadiLryuzkG7lTn1iBpaG55flDA0IjYO+589QL2eU6743PSNHvb7QAUXjI+22/hnjL8mfjM6YGsnBJrXl6Z88LRempnh0tPGMmOyz05bhutcjzZzQYoSnqeoNzXnfH+Iq+9pgYFP7NfBVV8eWzzXoYxp2kYb5fXSVyfm4oo4zlGePFaKAsJQzO77RxLwoKPs4auINE9pxQnNOCbNNdVKQGe5i1IUUi61BWDK5RKlklAsRR3aWMEdjeeFxbV3xTSHoLkkWuZKPiphMry8cDGzttgEZ3XjLCxcD5SghNLD2WwmpKkmDB11zifwDUI9lfMvSaxPuSwqvGEY2gKPsWwEZ39hrKor9hzKPuJQxCwz9A7nnPPzNUQBXH78VHo62oqaaepQUhEmyjLsvkOxBt0a/2v+jm7OtIWbRgskOXQxJ80EpfV8UWYMfY8sTYizjFYmSM7Lq4Y4/BqLxlTguVOmkTRbeJEExIHyydOUX7/U5MLf19uiIvJVZARw6vY+Vzw5am8McVtuuy9RwTcOqFHyDGff2ZBEFNhsArwZQ2sAdpoK13xqIzxjBVlMbhMvQ+SHgObVvoQVQwm7bdSJh0fkR+RGo8gZaOVooyl5QsvLc/E5BE0Y+KRZgueHoiyqwUfOX+hLEG2MBNja7YeAr0Sx1vfgxF+8xa3zm3SXFfO/uBmdZZeww8uLF7HpzE3Z5sIFrBw29FRgyde2phS2+Y/GYCmihupnnxPuaIHGGntOXfEAhi+ey57fXcjTS+vuHeTHMxywWQ/Xf2ImvqckoPdsT7an7O//WJKojSHLNb+ZvxaMwVeG8R0hO67fKaI1WvO13y7lO48vlb1mzlgunTeTVNvEJ5XClEGB57NobYvzblnCFhMiTtl1Ijv8bInMAQXlErRy2lRSZTh96zIf3XYSEztLNJMcnWfcNL+P3qEEZWCLqTX23nQsZavc6vsBgS/Kpf1xxlNvjbDjRj2sHIq55P5ldASa25a32CSC20+cw4LeJgf/6nV0QkF13bRm2Ghsie/P25xKIHRePwzEpgKZG6uHErJcM2Nc1RKmFJ+74zXeGog5deepHPqLRZDDRzbp5tbX+u1JRXxP3UKOgMxQCSHAcO0BM1nc1+ChBQN8fKdJzJnSge95REoR+b6o1CrpN/V9n8ATwbJca4649hV+/+paOZGBovf89+MpxcKXX2bLLbcsbjbeqGubuX0L8JUgo76yVnBuBjqBJXvMnl0PxlY0szzHV0JxFssYeayjo+Nvzq/3xrsb19/1LMdeH/2//jkLvuL/H5ETufEeAvkuhqMaObTRBdOOptpqpWSZqO6Vy4ENaNtWC5CRZaqgNbkKfK1WeocwTo7zYjNG0CkJyMSPrVKJMCbH85xRbmiTpBGu+2XOdbfCUfvD/vt4rDcJvntNRt70ufemkDRt0Ww2aDQEQXRIiTGagQFIUxHN6e7OLV3N+axJwlwuK9I0Z3AQqlVDpVJCKU2pBN3dEWmKVVw0JIlmcLBFtRpSqUQ0GjFr1gwXgXRHR5nOTp8sk+diLQaEIiqUROn3VrRaghiIl5GgsILiSfIicv154c8Z56Pk/Ip7r1DHwMPZdXihx7w9K9z0+xiU4oxjy6xYFXPXYzHbzwqZtXFEo2lYsSZj2iRFnifFjT0MDBed1YHnKfoGMm74bYNtNo3YcpOQKHJbuiqC7NFJY5vWt27dZrQwSluR0TAaYXSIk6PAyevWTdaMaSNWDhF3aKobdz3S4g/PJHxqXpWN1w846ZAKxsDP7m5glCBXry+Xauu3fzbCZw6vMnGsXyDuLgFwPVmjbTxGf8fR33Xp6pxtPtFLksJhu1c457hOpk7wacYwbZIEdnttX2b3uZFF24SuvfWmEW8sT5jzsV7SDPzA45h9qvzLDpV1zsM/Y7wblNH5v4ovrNDa9zurn2Vr5DnHfa2fUhm2WN/j+cUpH5wbcMuF4+z7eThvN98XtOy8432eXbSWXBs+97EK9XqLNM3EakE7KmxuRWIEWYsiKSSFYUQYCnPBieY0GimtuIUKFGM6S4K6pTFrRgZJs5RqKaCzWqZSqlKrBmgdoHVOEJQpl4UKKkmdsceI7SE0RS+hQ8zkPOQ22TW2x7DdtysIrIjAGE8Rx4I8i+KsZ4sfEmRnWWq/s7UWQZBurUNKoUFr6S0vldom6mkqSWW7cCH7iSRmeXF8ggy01xN4VCqeLd55fP7Gldw7X+bb1FtXcv48USYMAq9Akh2aLGI3khQHgV+8rxxrm4oq/yffX1ulTElGU9svqaWWZZvADJo4iYkNNJIU3+ToXPobjfIwStE3Yq2LciAGnWdUa2VJmLUmQNMk5MLHe1mnF0whQmEtIIU7F+SSNLZo9x6KJlq7BxJ4/e06P32WImElg0V9QCZw0h/fln5aQUrAD3wUhtAXlRKjM+ZMqjFrYk1aOTCkadMiT4qSLwljpnMMCuUHGOTGFPgeYVCV+6DnkRtNFARoA77nE0VSCHRWPHJt/YLuqZTi1gUNAEYSeHFFzF6b9xTKtrVSBIHP0mFJFHqbcOeCQT4yp0fmjYEnXx9hy6kVuioBl82bwlm3LhVap5GkVU6UZVMoxXCcctDWnTy9fGid84hR3LV4hEoU/kWS+Pf2L9d/CG1lU4A0y7ni0ZUEPpy4w0RC3+PCB5dywaNvt8WPPDh7uwlUKh7PvzmIyQzjO6B3CK5d0McBW/bw6qoGe8+sMbYWgqfQnuKqP77FN58YgBY8NZjy0qol1k9ZjunkLaoseLPBvX0USOHlf25x+aI3efWTm1GNAq59dpBvPj3c7q9dFHPHpDFsNTkEDSbPybQm1ob3/2QRSQ4dwTLmnzKHH390Jhi4TCkGEs0x17/Cm/WUosXY3mL/4yObsMP0brkKRqjkuMK+FiRuck8FZRE8jOHqP63gmoW9kBpeun1E4ifPcOvra9qVQs9V/O01tuDn1JrP/cduRRiG7LLJRD7xfo2nPDSqXcBAKPWeUhglQkjGzl/lKW4+fnNOu/kNfrtkgK/uNY0oCGT3Uoo4TYVGbJPEwJM+VrQmsAmjSyI9T/q9PeOsfqS9RGlNYpPNNBfvz8jz2uikAWWEhh8o3ksg/5njf1iFNU1TvvSlL7Fs2TKSJOHTn/40G2+8MV/4whdQSrHJJpvwla98pSi09/X1ceSRR3LHHXdQKpVotVp87nOfY+3atdRqNS688ELGjh37Nz/zvQTyXQzX39OuLrv+ooQskz4ZEWyQ6rRTFxQxHIf6iOS8UoqOjtI6wjiSOOY2KJVtSIyofcplIYKkacanPxvz2JPw5bNL9HS3GB5ucPcjWVEdJjbceAvceFfOmSd4XHY1oHMWLMy54kJRUs3ztlBHHEMca8JQUasZG7gLylcqgdY+lYpHo5HS1we1mk93d0CS5FQqHp2dPkniBGakPygIRGmwXA4ZGWkyNNRCKYgin0olwnmStVoiKJSmKWlqCrpZpRLQauU0mylBIBujsxwQI22PLBNxHwgJAkneWy3p43zfxiErVqWsEz0pwASgPL78yQ7STLHtbJ8Ddw/47ufLVKsepchj1sG9LFmuQRmuvqDGqRePUB/xOHT3iOu+0UGSaEu1M/baGcb2hJz5cfEOc4UDR01bNykczR+zR6bk7iuIiMaZpUObvgoUwamjzTkUZ3QxwxUlRieYrh9s9Fj0RsZh5/TRiuHqO0dYdPNEujvkWD+2X4VWrHlrRcoPbm9Sbxg6qz7jevxR6IopktZ1FWHdOdHFdzPG9Xt5PDk/QWceWQwPPpdywzciXHA9Wk1WkiwJ8h1qOjCi8JSHyaFaU/zo3L+9qb3b8bcsNkAScedLKJYM7QKGWLAIArlkhYuS5LvHLcPzi+U97n9Bs6xXsdFUv0i+hC4pycT4Ls29l1VJkowkGWLlytyuQxFskeQFqtVqkdy1z5PMlSRJGB5JMEqLT1sYofOUgUadVpZR8nw6qj6h6qCj6uP7EaAJwwphaFCqDEjSHobYIkhoCwbhKAZF2x7Cifk4uqbMBV2gkFIMcvRPgzZuXbhEPBcDdiNFM5A+sMAXGw1hI7QTPfFgNBYRlejc9320FoulVquFUqawW5IkVa7r/BUZC5bGfHTHHiqRrKE8z+gfTrlz/jB5niC2PjkTx4+ho0OsPhwtV2tdKKe6OSKMCYreW+efKXNCjilJNcb2dvqBjzYZGAlmW0mLPIemzkX4JUnwwhCjZU/0PENuDGEgBUbPwI4zxvLp7RLufTXjjN278D1FkhlyHeNhKNvCxP6T4a43WUdFdY8e+MNymaJvDLCucA6MoqjaUYIJY7qAEXluSRV0WKdiuf16inIYiqG9r8hTQdaacQomJ9OOdmfIjQTBSilUGOIbY5NNj8gPCYOITGtKkYfBEysFX6EY7bspiqMC4hrwfPzAsT08Aj8o9iVjNGfuMZHLHlzNxhMidtq4S1ao1qS54fevJuxaizlttwl87+FVoBVH/fQ1Dt6ymxuPn8lGX32BNcPCpXzpi7MYbmZ2rspJ6+hQzNtsDNe+0AfGo1by6SiHnPOh6Ry2zUTmr2gS+h7n3rmMl1fFnL7rREql8L/chwqRNK0licD6B1r0yfM9bn+xn/te7mfnjTo54bZXi/zmkkeW8L39NuS5Jb3rXtccLn5yTZsOak8btuZy+M9fBw+++AeZYGfPrXLbwgaLh+3cseDqM411X7vnpmNYf1I3+s+93Lcybc+bFtyxaJil/QlL19ZHHYuCDHpHUkyuWT2SMrEWsaKesLg3JUnkWEcyQTZ7ygGeUlz44Ntc8qfeomjiVUHnhkkVxb/tPJ3tp/eQ6pxDf7SIx5fX2X+THq47dhMp8tk5oEHonkbonsrP5cv5hgnlkFUNp7yjwBchqi/uNJUVQw2umd+HipQlMhlO2m4GtUqlOJVhEOD5vhVRsoUi1RYyCj2P0BcV2cwYjNbkxnDRwVO5WE3DgFh2yCQgsH2sxiaH2Evl2TYcz66fJMvQWUaaZjSk2gxIYlnyPHQuvcChfV0mVXZp4rHnITfi8/ne+N8zbr/9dnp6erjooovo7+/nkEMOYfPNN+eMM85ghx124Pzzz+f+++9n77335pFHHuGSSy6ht7e3eP2NN97IpptuymmnncZdd93FlVdeyXnnnfc3P/O9BPK/MRwC0Whk+L703bR97CSoTtOsQAOElpUi3n0iJDOa6iX9dQnGCOIm/n8ZYhotd2mhcRqeeNrnups0Ok059rMj/PQij3+/OOf4eYYb7oN4NW1KTWL4wc3aUkwUzabG2SgkCTbhMoShJJWCLkiQKImZq+rmDA8roqhEFAmlrrPTo6cnIElk06pUvMI2oFYLyDIjPUtKo1RIZ2dg0QJlqWraJt+p7ROCajUgSTRxLD1Svh9YwQuPPBf0Ns/TwhtNKWV7Q+tkmSKKPKrVCN8POPNYj3ufGyE3mkrk0Rj0wSgqNcXj13Sy2YzAUt1EhGHsGAk2l61KWbLc+mga+PaPm9RHNOSG3zxQ55g/Buz5/hJ5LohsFDn0QVmktk1ddXfr3Fo1tMFGZWl6LvFzCnfymLNZcNTXNsooyaAbbTN5V21f1+Ljv5q7Whteei2mZS1M1vbDVkeu5tVbJuCUX48/uIJSVU49spOHn0vYdZuQUtS2wHDVfgnCJbhpW9A4xNRRtyV5NMawz05ljBkEYO2gJKmTx7er8A7JFMTeJb7y+9wtIr50XCd3Pxrz1U91/neX7V+ch3eijNh+QpcsFJLzuGsd2NfKNRWkrH0dTzqgxI/vqNPRoxgZsAhXTSjnU3oCpox36qMpzWZKHKe0WjGJNSf3PKGdlkqiCloqhbag4HroXKIi8yzPNXEcMzCYYIz4HNaq8pqh+gj1RKOMJgoN1VKFjlJAqRQhSqkhpZJfnF83H6X4FdEWaWpfbyeGJOqoxs43Q5rK381mavcAYxE7p5ALrkCSppLoZpmxaFxGZgwePuWSTxgGaO0XyaT77m6eye8iBpUkmixLCqEZ+cEKmfnFHAXFs0ti9r5gNSjDjX/o4+az1icIpM95/wuX82qfWB586ZBx9HR4fHKvMfZaq2KdOYGStvKx82J1tHtRuHUWIkaLd2yuNYOthN0uW8SKITh1uxK7bVnjucXDfGh2Nz0dZfK4hSIjDUJeXNrgUzcPgQ83f2wCW65XJYkTQW9zTRonjOsKmDs2Y7MJZV7pzSmFmkcWjjA4knHC7uMZbCY8aP0Y9xwDD64AMvjDmxRxchsdU/J7botskbBQztktZPfNuokUPPhCnQUjcNLckEsfFlbC8dsojt1lPGMrinqrhe8rWqmwOiPfQ6EJSyG+LQxGQZuVEwZ27llEXiHiNVobQhPgeXYftei0H4Q2cPZFZVe1qfjgEGVVrN2iAGfgWwdN4/z9plAJ7f6EJP0n37iEnz/XhAdf4rhtx8kJsRTw219ZS29jOmuG2yo/Nz/Xx3YbduL7IlwCijTx2G2z8Zy9z4bc98owB23ZQ2elBMAWUzrYYoogO/8yq5tLHlpBd9kjSXNBXC0yZIAky/nlc6uphB4fmTOOXGu++8gynnhjhM/vOYXZE8vkWrNoTZOjf/EKpHDVs6vky1j7lJXDcPiv3uA/D5jCnUua7c2uQEDd3+sWMAEpHFiCzsUvNtpWGLb+WqlAcxTyVwrh4JuW2cwGamVFvUVx2zvzdyvk8yJj62lK/i7Dv2zSw8HXvMzT/RlTy7CsIZW7LboiXmkmnDRrPOOrJTSGo294mfvebrSP04dPzBzDeftOoxb4GM+jlaUsWdvk8VUjgOGuV/voHWnRUxF6rPICoXD6Qu3MDRy11SRyYMVAkxPmTuKyR1fy89dX89nt1ueoORPxlMeUrgjleVx6YE4O9DVz+psJG4+tFBRQwIoOmaIC6QoUsWwgpE6d1SV/noc2piikOD9YD4jCkMAXhoexRYTcooYgfYtKa3tKFZEn2hpdli6b2uQ0yeTe1MpsUcLSk3PACwJSLT3DoVKsy0t6b/xDw/D/CQLZ19fHoYceWvx9xBFHcMQRRwCw7777ss8++xSP+b7PSy+9xPbbbw/AbrvtxmOPPcbee++N53lcffXVzJs3r3j+M888w4knnlg898orr/y7x/NeAvkuhtaaZjO1FXqfSsXHmKAI9PPcEMcpaep4656ln+U2IFw3cUzTzCJsovKZpkLvkp6eEk6VUCkolQK0hrX9I+jU3tSacMI5GYzAVavgvDM9fny1RAarVhvIobnG4DwQP3sKNJuGel2CvloNqlWXRGFtSTJb0RfUFCAMKyRJQhynjBkTEoZCVVUKqtXQ9mCJmmieGwYHY4LAtBXsPA+lAoSOmVOvy+Ym6GXZJoEixy/m2SFKZWitSBI5T+VyiUrFibZoGo0WWnuUSopqtWJpZBnGyF1wx23KDD3cgVLQ26/57EVDTBoP3zy9y9qriDDAswtyNpic093psXSVYYvD1lKUZpXhqP1L/PtPUqzbNAvfhH13kQqyS/jemTS6IAYoghyHEEoA1a42u57BNmIo7+mSwNF9kqORMoeWretl+JfD0a7bvZwSeF3+i+Yoeg4s7zf0DxsmjWvfTpSCiWMDDvtgUCBGDmV0PZhOwK0dYLvEWY3qk2ybsfd0GjzfKooGikVv5kyd6BQr2wmzo37Le7vvp/jyCV18+YR3t16Xrso59PN9xKnh5m+PYeP1A5otQ5waejo9Frye8MDTMXc/FnPUPmU+vl+1oI3f9mid39zf5JTDu9lhtlzvOHaNYdh53U4ujIHLzx7LJWeM4ao765x15QBaGw7bucSx+4dMH2dYtmwtP7p7BE/BMXuWqdVkD+nqqiBWMW3aJyjKZR/Xn+eSJ0dljeOURjMG5VEuScKdpBn9zTr1JMHLU6JqhVBHlEsBpShE4/Gnt1JmTa3SXQlxqr6C9AY4xVyxbBkVIFm7CKFeOvq9Z3uyXUFKizBJJCJXkmg6FC63rAvIUjmPcWbwgGpFUE5BWzNbODLFeXY9iqJ8rcgy6dGKIlEudj3Jbk2IlYbMxydfb/DD3/Yyb5cempmGIIMc3hoK6OmpFuj+or5UXHxCxR5zquy4cWUdunmbReCE0zJb+JM+aWWRUE+B53vkOiXPc4bjmHgwJdeGs69dzopVMnOueDjmiqdj0PCtp3u5/7hxjC2HVEo13ljb4FM3DgmtFPjWLWvYd+uAfbccy7hqmZIPv1s4yNd/K0/41aurZbm5qWng7sXLWNYErDDOg25JR5aGp2hD7UZR64ED1zdsP7vGDhtUKCkPX4FC2Z7SnB99Yj20Ebrt+zdpMdwwbDutgm+TvMBXRL4E3H7g4StBQKLQx6945NpS+BXWOsAjDANExVYovH7g43t2HRQFDFOcezdG769at/Nhpf4akiKqoqVAxHOcR6rWmideGxSqdAh3vdJHu1lUMa4SMqFWYqv1OnlhZQvPVxy702Q2HF/h2c/V+Pc7l/G7hUMo4AMzu9h8vQpzptbs8bWRxNTO37NueY0fPr8KMAzUGxw0aywvrKzzL5v2UAp8zrtjMVfOl77Wbe97jW2mdHLVS4Ng4A8rBln8mTkYZYizUd+xfbhtURkDawf7BKp+h15cUdO0SF6xlWnadsUK9p8QctfKtG3fgugbbNABb1qUME6xHosSW1zyoWmc/Lul7X5Il4DGah0a7yc26aGRGZ7uS8HAspY9nsyQ6Jy3z9yaZpbT24gZSHLuW95oX3Tg4Bk9fPPAGZRCmSe+LejMmlJi2tgSSwdiNptQprMckBvpIzZJKj22gfQfhmFIqBQnbjtF5qTvc+lB3VysNwHPE+RfKRKtC4XYQCnWq4WMq8p7GCBP04J2iidKrsaIaJBLEo3y5FTbQMBDEELlqwKxNDZJzIHUGFKj8XNNnCQyz63Yj+/7+EoRWLXDzP6kSUKW5yhLXTJWxCdHeoq1RTWjKCreQ2tNpjWp/fe98X/XGDt2LL/5zW/+6mNOEGlkZITTTz+dM844gwsvvLDYQ2u1GsPD4p+68847/8XrR0ZG6Ozs/Ivn/q3xXgL5Lkar1QI8ymVBBV2Akaa5DaDeqVYpAjFOGKevz/DYYxnve19CrWas8IsEoVnmqvZREayDIHMDAxlnf7lOkmSceqIPZSA1RGPEwUPI/4r9dlF8/MCc/n7DB48zNFZjbwIGAkMjhnpdaKnVqvwrXmRSwlRKW5QQtBZRm0YjReuYSZOE3pbnHkFgCIIScVzHGEnijNG0Wgrfz21gLd/N9z3bS9kiTTVR5FnBC58sEwXWIAgoldpIR5IklqoJ1WpkAwihuyZJThR5dHRULZVTk+eiPunZapxSfnH+jYHxYxTXf7unQI6EVpxx9DnD3PVkTBga9tq6zN2P2aRKSTRa6fY482M1dt66zHFfqTN1vMexB8jidN52LpGTy+56xlxS6JK/0aqqFD2DLkCXxEl+/2u01DZyCe3K+19PGkfPP/dal5g5URatYf2JhjBSgtyGcMKBVdYbH4xCEd17OYsBZ0avCoTJJRwuhHOBkztG53cpvXFyfpRSXHxaN5/7/iA7zyqx6/uioj/Ufa77nv/IeHlJyvk/HOLphTF3/IutAAAgAElEQVTGGM7/wSDnn9jF9sevZqSORT6QyjSa3z0zwk9ui6iWFece180R/94LqeKmRxv8+hvjqQQee21XsihajkPtXOPYa2+nHHLOapo657ov1DjnaBgazDhhH59KWbOm3+Pae+r8+H45vigM+NzRNZtc+3Y+GbtetEXicxyDQSmI45hGI0F6XXxKkahFDgyPcMW9I/z+BTj7MI/t169QK5fpqEX86A/DfPOeQXac4tM7bHh1jUZF8NKFM5g2PrQIoUSg7pq6HmRJ1uS6Oeqm0DOVVS2VuRCGCmOERirrN7YKsj5KuR5EMbwesewCRcAhFy/nhaWaE/YI+PpRU0bNp3YhRaj70n8p888p2TrKdGITXt/OXWF+tGI44KJloBV3vrSG+d+ZwUfe1+S5N1p878SJJImwDDwPvvux9fjKb3rZZ1YnH9i0Y1SPu/QsinCXfGff1zYY9vnj6yN88sY32Ljmcfmx62F0js41mdGQ5QQoMrt3dYvOk0VlkEA7BZrwwR+u5Z4TuunJE668p68QKcGDZ9bCMw9m/PDp1dxz0mR0lvG13w/KazXyXJc82J9lQ+7/7X8MAgF8bJbihleNeOJaGqLfCXcf10VHKSAII3QuiAm+wvM9kjzD5BpfCbvB90K2Wa+E53tEgY+xfnlKeWDnMsYQhTJffN8vWDkGCEKhJXrv2MdGr/c2o0IV+3iuDQqx2fAUxd4rjXRCxcO2KRjbayrvZVeo21dt0O77Pt87eiOOuX4xW0zo5NTdJ/Hx618nzSAKPE7bdQrlUsifv7wNq4YSuisB5VD26K2mVrn5pJk881adSR0eE7t8WklCpg1Jprn9hbUsH4g5bscJlENZU8v7hqWhEvj1Uyv4yiNLAXh/V8Ct/7oFLy0fKpKvZ/s0z/YNFohhM4e1jQZpljK2rPi3rSNueC2md7jYfoqaJyXYdcYY7ttwPB+64W3IYVIX/Md+05hYCbniD8voq6dsPqmDH740LIlkIGsNA14Jvnvoxhz+xjA/fmwVj/WnNhE1Upx9J91Rwf7TOjlkzgTueWmQ2xYPyf979n0dW9cCorcs6ecb0QZ8YFKFx1c3mdnh0xdr+hPD1/abyZKBjD2vfYkk11y+70ZMqQUsb8Z0hSHf2GsGx2wzXq4jkGpNkmXgeeRpyiMnbcZbAxkbT6wQ2NjMVwrjC/3HA4yyPYm2p8jTGm3fQylFaAyhFaXRQKJ1WznBiH2KZwWw8Hw8pciVQhuhp/qyWQmiaIS67WizLtlM8xzfKazbx1yf4kjcpBXH1nZGRPuCMMRoTSyBGYlNDrVFEd37GPseAUKrDdy5cchknqNtsmkUaKT1Ivonis69N2gj/f+DY8WKFZxyyikcffTRHHjggVx00UXFY/V6na6urv/ytR0dHdTr9Xf1XDfeSyDfxYiiyPa7yM3IBXhAEXA4+e9yOSIM5bRmGSxcmLH7vin9fdIr+aeHNdOna9om0fLc/n7NrgekvPamx6ePjfnPX7QkS7RrXJFy9zUhDz6VMndWwJGfMQg5X1MtS99UTw88ebOh0YDb7jV8/wb46P4wY6oI50i/tLI0IWy/kCQarVaI74u9RhQpJk8uWTl/Q6Xi0Wxq6vXUIgByPlotLYGVvZOVSmCMTxxLJd5Re8vlCJCep0oloFwu2cAstaqrCqVylAqpVq0JcSZ9kKVSSK1WorvbL5JAJ6Uv1Lq255wT13BVaocqyU1QVGWNUdzzZEreMuRxzt2P1Slq2VaR9ZCdKkRRwK5zIxbfXrZiGj5OzdQFOk6kpp0wuuCn/blqVNDzTj9ChzqNThhd0inX6W8nVO3eR1PMTxecueQtSbKC5hcEio/uU+PG36eEgeHhH41nu1kRjsKpNUWw3k545Rhdz6471+4z26bo7d4+eZ6cU3eNQPHJQ2p8+rDOUeeqnRj/I0N68gyPPh+zz1m9aK1QHpQDj7mzytzzeIt6y5bfR6EEIEHvoy9JD9x9z8eQSOOcjg2HnLMaQs13TurmxP1r9trmLF/V4ucP1tl604ibf1vn9dUyhb5zfZ2fnjsGEYYJOfO7g9z0aNOq+Mn7Dg4rqtUybmGLQI4wE4JA8cLSlO/f2cu+cyvsMzsijgVlQwk9b2C4TivJMCrn54+3+MkfAAWn/VQz/zsVyn5IpRLwrbvWQAueeDuD1BYsUp8lazUzJoc4VV+h5DoxGxlB4BV9jk7kSq6hULLTFCCzViSS6HpeVsz9ZrNFM5G+myAIqFRCQoSS/sSrw7ywTIpkP/2D4sM7xGw0PmLa+BKlUKJhOR9yXaMoJU0V9788wvw3E47dfSzNxDBjYkCWKV5aGnP2NcvZdEqZy0+cRsXLwTciomFAmYxrTplSrL/Rolaf3nciJ31oLCAqz21BLxEp08ayG1RKM9W0kox6HDPvZ0uJ18DyAH5439t8YucJrG3GHPerQZoGfjFvHNPGhvj4nH/4ZLxbVrCwH/abHXDxfVkbOkshNhFd1TLbz064fcmIIDguydTQ24C+kTolD3bogbt6ZdpSAkKB9fYYB3EGTw4pdGLfPELQTAMjI/DA8V08+HqT2VM72HRMhFEQhaJu6mEsgii027Lvg/JQIZSjEAUEoSDBCqQ/sWSVNC1irTyHXIufodsX2wmfKtad299GU/gdpc8rinKmIEoYrBqqwhYrHDLv0B7xgjRaEBelPPxQWcpru6DlesP3nV3i4U+sKdQMP7rdBBavbtFXz9h+wxqut3lMGbTJaCTiXegh/XSbjVfkRtOIY7QxPPLqAIde91pBB/3di2u44cRN8DXsvUkXd7wiQdkLa3KoARk8NZzRaDQ4e48JLLpjJSsb8p2RpQUBnDe3A53l1uPS41O7TOXjO2oO++UbvDlIge4dPD3g/P1n0BmJ6MpLp2zG/JV1tprSYT0u4dJ5m5BrzVFXLypQyPf3RDTQLIwzvvfBaSzozTnrd8vpq8tJn9KlOHTTcew0s4OP/eYNyGH/DTr58Dbj2HNGlZLvcfhPFvLiSJPtJ5ZZ0kwZMDmpVUo9YfZ4fvrnXlAwoVRhbUvx209uQ38zp6dkfSuRnuBv3P+WJIXa8OM/reBPn9qK+SvrzJ7SQaAMjTQhtE3NCilQYAxBEBAGMGu9iFxrkkwKyqmy1FGbqAWAyVxvpEMGPQFsjSHFEHhCM/WR5YPnSSKKPN9XCmXvH54SGmmOrBl3E8vtXE3jGN/35VIqVaioxlkm6CCCVob2M7qjMuUwLPwyW2mKn432nPULeqpSCuX74uOoNZ7vk9jv6Vuaaxq30EZTT5IimW3GLaIwAM8nCCMq+p1Q9Xvj/+bR29vL8ccfz/nnn89OO+0EwKxZs3jyySfZYYcdePjhh9lxxx3/y9dvu+22PPTQQ2y11VY8/PDDzJ079+9+5nsJ5LsYTqyh2cwsggROUl5uZIpqNaKrCyv2IH1Se+yR89SfKVS8klbO/ocpFj7nW9XQdtLxg2sVr72VQd7iP6+iXc3wDYQQlWCrOYr3z63y6mstUJnEoCWoVhVZpmk0TEGd3H8vOOCDkjT6vgjbyJ7rkSQZrjctSQKL8sV0dnpMmVK2yIfBWYpIougTRWXEGy23ViW2Ao1HlmU2sDQFUulM5D3PEIYRpZIiTRMaDQ9j0iLgEN/FkDTNbJLqUa2W6Oio2A1U2Z4wVajouR6tto+iBBXSM+oSKQlI5bkS3M5fnJAmVjSj0GQXgZ3JEzxOPbLCGR+rFe8rFieq+C5YAaXRSeC69haSUDtDd5erCMrTTjTXRRjbQdTfQxkdjcs93/UOOkuAdtJH0Ys2Gt28+ram7V2E6+9q8L7NhGLskketpe9PqM1+8bkuaXZBuByrKTwL1w7k3P5wi7lblJgzM8DBIvLcNuIK/1jS6LysBB11ti6Ckjz3So7RHlkKm0zzuPC0DvbezmPBaxpC69sVBPieolLyOPgDFcLIcOMDLeI8RluBjHXoXhqefH6Yw3YW1dAwhH0/P8CyfkClfPbQCCJZ4Du9v4Pu7mqBqN38RD9kEmTvOLvEeuN8zj+xB+cHm+Xw6MIWMyf6TB0X0mwm7H7BEmjCr54a5oEvjmXTyWUazZTBkboE0GkCQYTWhqUrRp8Y2OYrvUyvBnx+3lgMRi5B4gsipSVg23Xzmt2/2rw2p6DrRIMEsc9tooXtddTkeULfsOFLNyzn3pdgv608Lv74esRxgzTVfOHnfdz5EuyykccNZ0yU/SOHJDOAJopCtt9oDB3VFiMNSXTmXTQAGMZ3wpc/OoZzrutjmw0Dbj9nA+5f0ODLN/YxZ/2AW59rAIYLbu0DDHttVuGOL23IyT9cwQtLYx5/K2brmSWO+UAnv/v8dK65v59DPtDN+uOrtgAke5QT8BFRJINBvqdRijRPMUaTavHdbTSb1JOYHIWJUzAZiRY6moMq/vNxw9wZDS64d4Q1wlTkkF+s5ZETxtLKNJ7JOXO/bryowvHXrGzTC33YcwpMqigGR0bYY4bPF/eEb91PO8G0CFMUVhlb9fjaEZ2M/90KVg0oPvvhLiqRTxLHIojhaZ5eknDuXXKtT9vJcPWz0KXg1AN6GNdR4qPbdJJmOcoXSqmPQitFKQqILEKotaEURShkfQeB0JKjKBS6qe9jQNAaJfNCxKEo9mG7you/HaPBrNMjpIs9Sda1oCmZsX3jdi8CVSSPymaToe8R+D6e76FwXrrrUo7/1nB2LlmWkdl+s/U6IfThuKsX0FPxOW+/KXKvBxppzrNvDbPRhDJRoAh9ReQpPBTzl48w79evta9rDs8NNzn3pte5aekIG4asI2YkjaJw1uyA3pERJpY97vn4dJ54u8EPHl/DbtPLDAzDFtNrHLTlGLH4MG328biSz/3/uin3vjrEZ+5dBT6cvOf6jCkFBTu1UgrYaaOxheWDU/BcMRTzVMMeSAmuOHImU3pKco0U7PC9F+gbcZs0zOys8pUPb4gBFpwxhmYGG48rucopv35hkMfXZGSJx4rAY8kXd+SHTyzns79/nbLvc+aeG/LhOROZ98uXeG2owX7XLWDRGdsyrirJX5KnDLRSdrrqz6watDCsbzhu7gQGmimPvT1Ebgybjy/zoasWsmRtgwv2WZ9/nTsRlIjDRL5v54BP4PmEQThqH9PFOcm0phSG7bBKKQKEghpg2zCwbaW28KWd8AwUPYkBFElc4JaqTTJ9zyuorwSB9HgbQ2bFdSKbnHqeR2aRwdgYWlnGcNJiuNGQIornkdnHjCuQ5DmeMfhBgFEKclFpTgGTZzTThMQmk16ek+YZ5SiSYr+CTqXoiEIrbBXQynPMewzWf+JQ/E+rsP7gBz9gaGiIK6+8suhfPPfcc/n617/OpZdeykYbbbROj+Q7x1FHHcU555zDUUcdRRiGXHLJJX/3M99LIN/FiOPYIljYZEQXN0wRb3E9S1Cvt8hz6Td86hm5maNyi24p8ljoqWLTId6LW+02wptvxG2q0ygsPBgDn57n8bnTQprNlL6+FmN6DD+5UPHk0/DhvTXDw+7mDc2moI2dndY0OQqIImg2M5JEmuKDIKDVkuPNsoyuLp/11uui1cptn4+8h4jNeLZH0vU25fi+whnai6elbxEMocRKEiLIbRAoGo2EkZHEqju6pEt6YUSAIqNcFgXWzs4yWZYgfpnuuW2kTozB/SLQFcTL+asJnUkQM0fdNLYXC55Z0OLkrzfBuOYgO/0F4mF1v2G3bctE0WhapUSKTkAkCNr9fkKn0wXyKYmYVyRYLnEbTfOE0clTm7771/oZC2W+3CWvFEm08yBMU4NDK51K62ihCUcHc8jhkfuVuP3xBkoZDtg14EtX9HPVXTEnHVThm6f20EYG2sGgO7ZLrh/hwutH2Gf7kKu+0kNbRdZj71P6WLQsw8NnwS/Hs8HkNi0W/vtJ4+heJ3cu3Osdmure24lbHb5XwA9/k/H2SMYuW1fIsoxGXOaBF2IiPySvaA7cscQtjzYZaaas7MvYdouAnTdr8cBC2r1FLoDvhvVLcM6xY+nsFNGk4XrOyhZSFCor9tyuiw9sA39+JeeYD1ZQKiiuxckf7uYHtzWYPjbgjkvGUykZa12TkWaGrc96g6X9GYSGB87pZnzNay99A0PNJmv6MlIdk+cKP/SpVMqEYZlS4HPu0R5PLBX0Is8hqxter6ec/IM1yFr06Kr57DWnwr0vNDh5726iUIpNDmVxqrlOzM/16UoRLMUY8as1RqONZp+v9fLWgBRmbn4qZ/etVrL7hjW8qMSd86VQ8OhrmhueHOSYncbQ2VlBa8PY7ohSqUK5DC9fOp3Trl7FrX+yEJkHgy0498a1tHLDU28m/PaFIU784SqSNOdVJxSn2/viAwsaTD5lATO7goLGN3V8mUqlxO6zy+yyeQ1jxCMzjnNQWopBKHJtyHRGK5XAOdc5SSumlSVo5TM4NIJncjQK/AiM+G3+/PEBJo7voNnnjkf+OfFnI+2JqyA1YJTH+EpIaiAsVYhbMftuEbJwhQTK3zy4xK4b1kh1agsaAYdtvx69jT6ufinDNxAPKjYZD37WZGWfFL3mbR+A8jF5QhL7lINA1Hp9jwO2CdhvG480ywgVfHIXUTL2LSUuDD2U5xP6Hp4SiqkTpgnD9n6rbFAuvWYyGR3V3P3IuoN2D3N7v2rTvNt0esdSAEHxPM8qjuajprxNEvMc8c5zyGahzPzu7C/a+6ZQ+zKL/uTOPklrBuv1ImDXiC3GZ659lXverIMnCM6XD1wfDBz4nwt4bsA299k85/g5NT6/31RO+NVrmFFoIMYwPAjXjQxDBi97ox4DaMjSXPh2zp4vr8QDfnHIdHbdqIc9ZnRLT78RJFV0aiH0PHIt9kpBEJBqjwNnT+Cg2RMlmfE88iwndAJzWmxStP1deULZfH7ZSLGGPGDmhM6CUux5Hpv3dLGyMQhasfeGY/nPI2ZQLom33QZlOz8UKD8ApdhicgfKiKXKpj0VvnDPEsbWQl4/c3s6Sh6VwGP1EODlkMParC6obZ4ThCHNJGennz7HqkF7bgPD/JO3pafkM/enz7JqOAOl+eKOG7Kkvw4ZXPzoGk79wPrkWYYJQ2uRYch0jvY8/Nyq/SLJlucKvci5Ex9YbftylSB3xpBnIuoVKSkQuR5Jp2TqJn4Rolkk1N3X0ywjSVOhs1qk1LO/J5mwM4bimDzL7FzU0tOoNUmaMpI3aCYJBAFellmVYlFgzXOx/UkBHbeI04RUa6IoIktTSr4iCkN8A6XAxzeGOMvQKPIsJ81z+o0kzSiIQsizhPp7GeT/qnHeeef9VdXUn/3sZ//lax544IHi90qlwuWXX/7f+sz3Esh3MSQIF0n6NJU+pGpVNlZJYjLiOKNex/bCQUeHz4f2SrjvgYBZc3zWGx/wyJ9yVq6ActXj40fnXHZZi2efT3jzrVGa2bAOl3rGWMUpJ2j6+5tWifP/Ye+9oy2r6mz/z1o7nHBjZUJBBShAQEmCCAIqScRuRVqM0BhawUCb29yNoW0FMbbdgooioqCCiKgEaUBEQTJFqqIoqqBy1c0n7LDWen9819rnFPL6OV736PHG71d7jBq37r3nnrPD2muv+Z3zO6f88gUHW573HJnUs0w+d3BQZKy1miZN62gtjF6WQbMZkaYRrZYANnCMjkYMDKR0Oo6ZmS6qT/IjcSNipNBulz62wPrYj9DnohDwKOYbxkilP02hKBQzM92q1zIYg0gfVQYIsB0YqBFFie+7EufXYEwj/ZBRX9aX5M1ZK09xyVmULLj+6rPY/ecezFmU0pRGceJ727hcFta9zYKKwMkCI44DS2gpS7kmPYMYcbAVh9mo73r0GM8QMN7fixjAXP9K4tlC7/sBYxhbPebSN8CXxo9FWbQFuXRYT/UkplSsonOOx9cWvPRd25jJLD/5/CyO2L+GA046ZxrnHF+4pM17Xz/EnFHF2CTMHglSRikITEyVfPjr4qJ62fUlbzy5yfGHpdx4Z0knc6zeaMm7Ec2G4ulNjsW79MxH/k/bM8FiWIyGrEB5fgcW2XimVZxNH3my4NG1HRaMxhywV4NfXjCf556xlYt/XXDxr3NgHN0wWG9OctWtefW5v72n5Lf3i8HKdqxPKDt34Z7LFhDiNy64osUXL5uhORiz68KE4w6r8ZJDBjjszC2s2ug4/4c591wyjz0WSoHigvcO8Yk3N2nW4Oblk7QL2HlWzMGLYr55wzae3hakCfDQuoyX7TfIJe9octHVbY45FJaMKnJniZSmMVAjiWMaaUq9nlKvJ8y2jge/tIwosix6zxNMFKEpKowFxeHLUn7+p2lwjgt+tYW3HzfA3MGoGtdKuUoWLtEiUhQqihKHSOxVJXF2rO32o+yIvecOMjwsId21hiHrykn86q9LdFxy1N6OQ/ao02zi4zkscxPNZ16/gHufeJI14xaczK1HLqtz3cMzGAv7LqyxcFjxxKSM5dMPG+T+1S22Zo71Pod7akqzeK8GpxzRYPf5Ccfu3aDTLdHaUvq5w6qSn949ztPjOfetbtOIHJ87dT4Wy1S35GvXrKPbhb87oUlcr/PU5hZfvDHjqN0Vv1/reGgLDIxIvaDYCqgZ6e+y9KIOwvipK2g4rvibOcQqolSK3JSYvMtUq8Ubnj/MAbu1qKcRi4ebGOdINThT0HURrW6b1x1a55QDMvKixDhNTSs63txjVrOJ1ZGwLVGMdsYvYr0ihog0UgzXJSJnoF5DnE9j704brp2u+iSVCovrXkxJmKf6iz/ylepven3P0h7Xh5/8mDIoLXOqCdEq4fXOkXjTHHHLFFOUUKj6z0Biz1BMcv5KL+tzyPtKz6T8XPter+AzlPn+XaUU923K+NjND3Pgrg0+csIu4BzWeHRYwr/dO87ooOKNBw1x77ayz5hGWNDvPjjDXz93I6OpY23cN2f0vaxCG6EvMBjNGPjNpMNOy/F96z+28I037okxJVopakrEEiETECRj0znn8w4lD1B6OoWFjdNEWFmtqTlI/OvDLsSR5qR9E/a5eQuPbuvy8SN3p+afHQFkXfGW53DZvdvYc26DeqqpJwm1pAfCjLWU1nHZ/VtQCk7ddxa/fcdePLqxxZUPbeQbd22SoeVy3nrwXEwcs++8Gp84YiG3rZzg/S/ZTRQ0iKTzlifG2dQOJwVOWzaX+c0ErTVbMiMnIVHsMlqT85AqTthtSOSdSlUAMbGStei8RBljsP53pZeXasCWcn4tni1USpTgnlV3Afz5Yw2X0XmpaGASHRK/ER7ucWAegdiDt9wYbFn6Ma/QUUSR5yh/Da1zdK0lcdKfq9AkaYo1BlMUWK3ITElkNJ2ylOMFHMJwRnGEMyURjsxCVFoyY8izHKwjjSKyIkdHGqeg0IqZvIPG0e7mOO2Yx5+vQXZs/4XN/Z9f8v+1bQeA/As3cQCMaDSS6vuQYWhM6bMK5UEswfeKa66psXy54gVHOx5+IDB0Bpjh0kstH/2oYtkeWiZK5fwADNZowvC9/AS8+Yv1Fv6OSb+o6nYFrDab8k/ARAyUtNsd4ljiLYxxjI0ZjMnRGkZGxME0ywztdl71REJEsymGPlNTHaanO4QezzyXPkWtY7+Yd55FjbwpUOSNRkq6XXlq1moaa4UZbLXkcxqNiNHRAaIopSwzD/JkBZZ4h7UkETv3AMKKwlRypx7ADZOfAE1Z+Jb+/cS9Udg6cZnMS+vBIwRNUJxo0lTTbinixPLps5sctE9EWRq/iAnSzhBdEPogwwKHqjfwmbLUZzKK/ztpVViY90tEAxgNUqvgZBlFeAfDHmAMYzF8fiiWBldKyc2Di6/psHGrAhdx4U+7/NWLmqxcWxJMJ3CKRk1x8t9PcMMdGbW648mfz2f2iJyHwADgNCiYPRzxw9/kvPMLkygUrzymwd2PFBx7WJ0jD0yf9VifCRTleHvnR+twvuVnUi12Ffsr7sS2Atb3r8w5+n1bMJmMsfrgGGe+uEE36/YWcCDgMZhNPHOSDwu//p97IHn03hFRJJEPAN/9tQFTw+SaT581m9OOa+Cc46E13hKSkkPftpG1P1tAvSaLpJseafGeb29iYsZUplanHwrXPtL3eU14z+UdRpMOX3lDxKdenzJUF3yidcxgLWV4aIjBwdSDaPmzOJaikFKan75/d175+fUY8PefFA6uv3+6dy4U1COZt2SsCjvX679VrJssWLk556g9U9I4IetmPLh2gjaaA3dq8qETNef9wqJizY/OGeV5S4dI05haLeJXH1vKCZ99mlRrpruOT/x4HOfG+OPnFvHAk5aFu2XEGi7/4ySrNmR85W3zOeX8DeBKsgK+d/ZOvO4ra7nl8ZwPfvcprv3ILlx57wwv2LPBoUuaHshbLrppnA/+cAtQcMz+Nc44elRUus5iCsOfVnc46RtroCx55X51rn602wN5Mdj2as46eZgv/3yKX6+Raz1yZ8F7jx/kuB9lwhxt8APCQmsT27HTC2bDpiAfDvWoCN58gOPhDbByywzz6ylEmtIpYtvFGelNWjq7RllasjKn3e1SZiVGe1YHRyNJaMQJswaHaNZqwgJ6iXkSx3QL36uloFZLRWESxSRxTJomXtLuJfVKV0oCrSUapWJfvOxU7r3wNagZtJfpywFvb9bYK4oZKzEF1jnywgjbYi3xdiBRwEtY7P9nILHHYFIt6Cs5orXVwltasIU1cs5ivVQ2L4NzrxagpZX04TroFgXWL+Qz63jfHYZiqsOtmzssmwsvWTbEP7xsLvdcsY4tE3K9L35wG8cvhdfu7rh8DTAITPl7qQ6f/u0kjxdw0Fy4dytVb+F7nj/Ig+szbl7voauFK964O1+6/mnumDEkMZyxaIDvPNYCBwcsHsD6Ik0UjFhUYIA1oQc9nCnl2a/g3q2Uquav8Jyxrvd+AFNZySUPbOP8V+/BCXvOqt6jkhA7Ry1NOPvInTnpOw9y2/optHK8/7CdufnxCQxxdbYAACAASURBVD50zK4ctXiYz9+0hi/dswEsfP2WhMvf9Fz2mNXkx/f2CnOR0ly7copIKV6131zOOXIh5xyxK8qzeNc9PknbwaE7N1Gxw2F50fwRLjh5Cdb39l32in351E1PcvziEV677xyOXjTKU+M5h+w2ICw1Xmrqb00dxygEDKJ1JdsNADLIqXX/gPfHXfp+COMchX8Aub7f48ThtAjyVBCgB2ReSmqMERCZJNDHMpaAUYrUGChLalFEM0kgisT1FcicZYo2k+0Z2l6SXvPMqo4TClOSaI22FhdFKAuYAqsT6ae0jkhDjKPUUJRdCqfoYiiMMNS2LMldQU3XqHm575BO2bHt2P4r2w4A+RdsSZJQq8lEHICjGOnINNMLyJbfS9C4sGbj46CqfqMpevZkmmNPzbnjOkXIoAK8jtqvamPLa18h7qedDt4lEaamRGI6a5ZkKIZ9yLKcojA0GoqhoQZFkbN1a4lzEtExZ45YOne7Ba1WV9gFJRLVel0iAaanC7SeqZg8Y0q/uE98DEaC9vsruXGlBGJ3xCe+Xk+wVgwppqYy4lhA9+zZgyRJ4vPbNNbKAyeYWoTcyxDcHvzpA3vXA2q+im2EEbXWeAbSVQsjWSxp/zcixxsaUMyZC9u2yrl/xVEpxx6e8LoTG8wa9oYMNnimedmLZ8Co+ndctfAJslQBl9v3Lv5nss3+SAx5TTi+ML6M7+8zHghrL4/d7l36FnU9w5sgPQ1SxDiGWk16bY8+pM5XrxBr9FccVUcpxU5zIgaaEVluGR5UNOpwwx1im5d1HV+/vMW5Zw2jlGZ4EH72xTmcd0mL151Y57D9avzspimyPIx7xWNXLqiOMQC9HqDunRPvf9B3Hhw9p1fYNlHyqo9uZeWmkl2GY772/lEG6479lqQ4Z4kiyHPNn1a0MXlZnZXuNNRrne0lY8/2f6eEgYkcs4Yds2PFqq0ipTzvrFmMDGgW75QCmtKlDHrp9ZtPHOBLV8xQTxWH7xf5QpHmk28Z5DPfEWvE6Y5j64Rl57mKpzbnnP7l9eBsBeAwcPNjMBZkb6HxZgomgDO/aQDDx0+NOPvY+QwM1KviTFmGyAzlCzmB5Ta8cFmD9RcuwhjH7DevCoPNH7Bm0WzHRWfPwRYd2rlcjEqdpRQax1Nbu7z4szOAZbfBGa768DA3r+rywUscUPKlN8dcdYeMORUrtrVqzJ07DDgeeTqnWypu+tRCHt9c8M6LNlD6/vBjzn2Cdgaf/MXj/NNr5vL2izYC8MKHWswbNWyZgOP3qXPhrVu5ZUUOCm5elTNdwNtfPAfnLN3cEMdy77/1JaMcuqRGpzAcsLhJNy9Y/nSLX94zwbH7N7j4xk1QiA3n1Q946jnU5Up4eBrmDjR5vDslt3sJj64v2NxqVcYzlX1iPzPtHV42bUWenLr3+8Vz4OI7ZSF/x9qCb55h2Hf+ADrr0nHCgs2MTaKcOLQ24ohGHJEM1BhoDKCVGKAA6CimyEsSJUxhkmiSJGWoUfNqjxC7orBOSbyA31djnDdn0753vzf8ZW0dmEfl78le/7afTXDOVN+H+AtjLUVpq/4tjTcn8WAnieQ5ktLLpH2madizAUScq+aLEEEQ+iGdMZRGnrPBnMQYK3EESuZjBVAaYYicwyqNUQICZoqCWDkiB+2iwBqL0YqsKClCY6GDVt5iLK+TG8O/vGQ2b/3FGFg4bXGN0eEhPvyqET4aRWgct68cY8WGnEYj5XN/GINcsXwEcUjP4ajZjne+ZGfOvfop5BnmGJgFL1jY4Cdv2QuiiDhJSOKYk1dNYa3lpXuNyrlQGjzDGOYr7X/2zIJcyBDs9d+p7UDhhqmMky9bzmRWcvGr9uH1P36YzR0Jrf/BKXvxmufOE1M6X6QM17qwhpvWbZFdj+Gff78GLJxyxSRr/v4g1ox1qqiO+7YV7P2v9/DRQ3dhuJmy60jBK5fMpV2UnHXdGjCOs25YySdesBtnH7Yz1jl++NAWPnTD44Di7fvN56G3HsLayZwDdhkCRVUoeOmSIY55y/4CpuOY3WbXWDJnABWOuw9kh7EVYjacUgIwfaVDge+pteJOGoxowvhGxrfxap3cGKz/PdainKvcUvM8p/TjWHl5aRxFlMZgypLYj+E0EqVA4tliV5YYpZjqtsn8a7rOkCLOxF2XUxQiZ4+cJkkSYhTOSk5wLUnBORLARZYijlCxJs8zCmeZybvkNifC0HUllpRUx2KhoTWNqEmkNYmKcMoykxd0i96zc8f237D9j/RA/r9Fc+4AkH/BFiSJQaoqcQa9jLsgW5W+v8g/fDXWFhx0kOGYI7rcdFOMeHvleG6BjY8Z/vGfQxOIAqxfbMpD/qPvhSSxzMxAtwvttmQ4LlyoPbAQYGNtSVE46nVNo5EyNdVlaqqL1oZaLabRkIzFojC0WhmNRur7yMLq1dLpGJwrUCqmLEX2KuCvRq2mqzw6AZyOooiQ/kcBdwEgTE+3yXPLwEDKnDlD1GoxZWl971eG1lROrpLhaP25tZU5Tagiy/5R9fsZExY0wgLKAljOVTDKCP2o0h9oKoB2wx9zdh6J2TYmcty3nJJy0pH1quoux6Grzw/gJwDcnrV8+Pn2gDFU5Z8JGvsBY5B+BSMa/4qqt1SAr6qOO7xfMLdxnqEOLFTI3BPQ7DyTrD2wpjp3WitOOqLO/T+cTydzHLCXOK+ODEXc+b1Z3PCnjFccUQcci3aKWbNRGuKOe0F9u4Xgq17c4JSXNKp74gNvHOSPD+S0uo5z3zFQufo+8zz0s6NlaRibLHnJe7bw6Iacf3vvbM48adB/jhzHaZ8a4+4VGTjL1ETBCe/tQAKHLdFc/YXZOCeZXZ+9ZLLHDPntXa8aYemSgnPOm5YJPXZgE4JjcbVDODBwyNImP/nsPH56U5ed52mOP6yBtZaDT9/K6s2WwQHHqssXUEsVnz17mLNPbTJrSNNsCHooS8s/vKlJWRgu+OUUu86zPDWR84t7pvjApdu2n+81kMDzd4O2g22e6UgiKELEg58KLrvV8eFXNf3iXnrUgnTcGDyLaH0uofNMsoyVvzpQc829lgq1KsVX3jrCnnNlbirLAoul7IAPSEBheGhTR/qVrOOpXHPB9ZZf3V8gJW/HrQ8WHLBkiLWTLZRV7L2LnKs7VrQ4+p/WopTjb57f5LOvm8ve8+CB9Y65I44tEzLHrR+Dt393YwXMVo9n3P2Pi9k4U7J+ouBVX1lfXZ9ZwzG7zUmIYz83WCh9tq6zJXvOd0x3S9Zt3cJkK+eEb0oMxtdum+AfjgEe7TvnVNOcgMV18MTWGVZuRmIvrOTSDSQ1iFoyRQc1sOv/e68ScZ7xMf5rBHWrtrt+GycciwY7OOWopRHNpIbSmsG0IbWLKKIWazFucpDUUtCKNE4YqCeVPD2YUIUUBZG3SyuF1godBdZKimXC0vcyFMO83G/09UwqvgKJxlIaef4Ya6v5Ko6E3YkjTeoVEM8Eif1bxR4GualfmBtjBBgChbEVu2iskQW+B0NOajlVQU8r6eUyVljcXGl5j6IgUg6MpTTS65U7R2ksnaIgKwoS73Iee+OdulYMaLjgOfDHzYp9lo5w3PPm8sEfruLmzU5YRn8QP3ky413H16t9w1mOXDabI5fB8o0Z3D4GqWOfVHHpW/di84zlebsNo5Xic68dRF+1hszC+acuplmTz/fwHaUVx+09W4aoUp5B988LEOdMZC4NQEnRk5s6J865YRvvlPz2iW3cunqSBzfPsGAw4cHNU4Dj2EvuCvYAOAdv+vly3vobeMFQje+/dl+RESNAwzrHhw7ehfPuWs+ioZg14x5kWPjczet430sXc8vmB9ky5SssJXz+D+tknnWwtdVi04yS4FenMB3Lubc8yZsOnE8z0Ty1pQsmBgtPTFjmDzeYN9IUxhA54CiKhDn1pjDVOArFhvB/D/5UAHSeYQ6sIWEMhgKFZyPLvjEZWjyctVXER24tRRineV4Z58ReJmvCw74o5Jb3AFwhKgGcI8PRbs/gnKNtS3GhVtIXqaOENNbEJJWAoaES6nEisSIoHz0CBSWpjpjqTlE6RwcHyqFcSZkJqLWeWa3plESl1F2DSClya+gC03nGOJlEiOBoOIUz0IwDmbFj27H93207AORfsAXgKFtw5hQTlSjC50MGlkUDJZOTAqRqNcUVV8RccVXJO9/ZhTKCuoPSsv+Bju/9KDzI+zR3TqRurzwB8lwyHEdGFAsXinV6FIV+JdDa0mwmFAWMjWWAI0kE0NZqEkqe52KtX6/XaDYTrNU+h9LQbhdobXBOZKbOlQwOJsyfX8M5KAqxuBfH1dgb4cQ+nqHEWoUxGe12Qb2eMjjYpNFIKEtDnjtarZwo0tTrMVEkwFXYFOPNOXrZiMExNIBF6ffrgeQgSxU2UABKyNqsmtkLg1KuYh/B8cmvz/CVy9tYqzjphTEvP6bGy45I+8BhAKk9ViaOo0q6Gp4XvdiNnoxLrvszqsMV4JPP374aH9hCV42ZAOb7AaOwehBCsvv7GSVDMLCsUkYXqRqVRC2KXPV+YV/3XpxgreNfLp7k49+a4cA9Ym65cA7v+pshRJIMj105jx9dn7H/0phD9k17zIT/Tw/IOubNUtxy0Rx/XNvHkdhq0RhcPZ2XFCu+/tMWK9ZZXBlx7ndneNPxDZyzTE4VvPwDm3hg7TNuQAUUcOfKUGRwbBl3bN1Cj1kCiGJueSThS9+f8etjBwUkTUPR9ixgpNl9Xiz9q0rz+bPmUK9pzji5WRUJilLxyFrpccmN4+nNlj13i1EKFi6IvTGT7IdcC8XQXEMWzfDEmOOl/7iahaP0AIXfldMPgQUL4PzrqRZ0OCgm4XvvnsvHfjjG+nFZjJx+7Eg15qyVfMiwLipLy3m/3EqROz7witkksaLbzbBWkZeGr/ztbP7ltZbSwUynZFZTVAFTM13qtVgq0VHK0EDkGauEel1z2s7zuOrODdy2osPus2Iuu33KVwMAFfO2E+bw4v0a/Oh34yyal3DokoibHxzny9eMVb1CV/xphivunJYDc7Blkt61wEkmnh9Tbzp8hHpds8dgnW0zga7WDM2CP316CVqJxLa0lrGpGTGDaOfkeZck0lgNV9zWYrJFIHvAwov2HWHZTi3edlUJU7D3QlhWh18+gdTuEpgcLySjTsn4WbMBXvhvYwIgqmx5f19b5Z00nbCQBnCKk5dBc1Dmrze9SPO6yw2tCXjOPMcJz5nFYK1GpBVJmhAhi/MkTdBamIlGzRvZRBGRjvxiUD5HEQpESHsDwjJFid6uf7rfqCqoInpqGOt/ZvvuX4sJDJ98iAAWHWIRImLfc94/P1afFYZz/6I+fHVOGEPP4hh/LLkvdljnpFfNF+IiwJQlURxJf6LWspC3IkcW8Kopy4KykF7HrrUU1tHOMrp53gOISvraaklMTSnSNMHUUpIkFYbNA5TSlKgoZvfZcOKRS8GDlZs3yTWl7ZnJBPaqJaRJ7GM0FGnsnU4VHD9L86s3D7Bic86pB86imWgWzfXXRsHcOObfT9+bOJLjDb1wVStD3znV/oLF/nvr/rxHXrGd8pKxdsGDG6d5w1UPsynLGE1iJoq+fu7+P6zeoHePZB24tcj4j7UtXrHXbC67fyMT3ZK/O2QXfrxiKzhYM2F6H5o4LlyxiRvWbuGNe8/jK3dv7JlaKaTIpGCwGXHOCxezYqLgwa0zEEXMataYN9AgijTvP3oJd2/KmC4MF5y8jGa9XoE9hbCH1gO/UHRwvnCgoALNUR+QtlaYVKCKvQiFCu2ZbYzBaU3mf1/64sU96ya4+NGnOXy3UV69eL7sRxQRB2Y39D0qRaa886oVWWgSx0TGYJGIDLRmOjPEzoE1KAdD9QZ137dIVZh21Gt14m4m/Y9KYY0jRxRfucnRztE1GRkFKY5JX9zPkVinuqqROE0D6XVM4pisKOj4aSpSshJtRjVGkwaZsURa5q9QnK8/S/Fnx/Z/uW1fk/v/zbYDQP4FW1EUgJimlKUAxyRRpKlUiMPi2FqYmZkhy0RiWqsppqdzrDXsMn97cMhIwfIV+Am635jCbwbO+5ri3I8p5swJ1WQBp2WpKplSnhvGxzOslZgOY0oaDU0UxWRZQVlCva5xrkkUOer1lHY795EfOXlumZ4uaTY1s2c3aTTqZJml08lQKvJMoVAn1hZkmfWL2oJuVwxqBgdTRkcHMUakqzMzwvKJQ20AaAIIBczIk6wnOVUekAuTUhQGrYVJDI6vgXWLY3F3DUAu9A+KC6yq3rvfiOaOB3PyjoMIDj+wztmvGehzn+yXfPW7pm4PGMN7BUDY/zDvAT7X9/vePwFQIXqj18P5TKZS1jkhG01VD8ewmOj1fobf4UGMqpiH8DtZ/IX9C7Ob9K5+/pIWGHECvP2BkuMPj/pAKZz+8gb0SdsCqwjBFZftzkmwNZdj7P08gGNxqZX9Xf54l8/9eFtlQNJ1MP+0tXzp75psGDM88OSz3IBh9xswOFhHa83ISMRRzy353YMdWbw4wFje9rmtnm3056xpKbqAjUBZLjt3Lq8+ZqDv2gbA76prXUs173vdIP96ZYtTjm6yz5LUS6tdxVgLm1ryucu3cuXvx1m5tW9/FRy5LOLyO7d31vjBXUCT7YGlgrkj8PIDBjlhv0E2z1hiDQvnNnwvbhj/ATzmvP3f1vPzu+UE/u7BGc7720He9JUWHaP49lkN9pqbkCQxtUgz1ExI4ogkSQgRM2HOimOJE5LeY6Hb3n3yKA+t6/DUdKDhIgEw2jF/2GLLgjtXzPD2b7c4cFfFfeuK7Y5FpjDPTmhojEBn3AVaCpT0aKMUP7tvhm/fMcmnT5nPac8f5NxXDXP78mnecvwAGzZvYnWRkznLUAyWiIkcdm8mlHEDozVH/PtW2Oo/dxSGa3Dm/opRVzJrboPfvi1mJisYqit0FDP2o3FuXwsYeOsPM9nn4PPvlLxXdRCqV9ML03Jw1NRyjNdugStPbrLr7GEia7j3fTVUlCC94ZrEKzPqaUycBLOxxDtqygXt9az5aCBH1SsoTF/UN2eGr738ROeEgXDVPR7mEi/J0735K9YanPTpS29cL5JHa/Vn659w6BVA9NWj0giot8icnhuDMgarpCcsjX2ftu9dtE4qc9aBskZaFKywkdYaXA7dLJcCoLXkRpwpO2VJKmgKpQXAxZEGYxiJI4bSQfrz8epJIov9OCLREXV/vqIkwXmWKGnUMVFEfTBmYKApkkilOXb3Jr99usWcIc0XT1zM1hnDGw+dR6rxEt2oGiahMHfMsjm8eBkVQxaAYThvIecQ5Rda/QBSvmXzTM51K8c5evEIS2Y3aGUlm2YKFo2m1bk3VsB3UZZ0C8vZVz3Cz5+c2A4UTpg+OWL/mA1j+NmwQgl7j9b4wb0b+cBta8A5ntja5qmuGLGEwgUN5P8lrO4aHh33fQv+zU9cOpfnLxoGq3jfEQupxYo73nUYT451uPXJaU5YNlKZ+swbTLnuzOcKU+jHlfLHp5XEjoTVkLFWiP8AILVE8VTn21panYw/PDXBPvMGmDtY88IA/3wsCoqyxBQSGdYtConXMIYoitjaynj9jQ9BEXH9mikOnjvCniNNAaS+aKDjmDiKSJOELM9xztB1hq61dPKSvMhpeNY0qdWIihyFwmlFZiy589Js40jjmAy5j7rTU1ib03UFSic85capTa0nx1C4kkI56lp68BsuZpaukZWGpm6QKUiUpkD6nGtJwkBSZzROiaSSh8OBjjAayXl1GhXJObTWoa2lNDskrDu2/9q2A0D+BZvEXkgMRhxH1Gpx7+FtDVlmybIuMzOwYYPmY5/MmDOn5EPvl6lQa7hnufT4kXalPNSBUKXfrkpY6ag1P7te8YVPuypfEYxnIGUh2WpJ0LcAqIKhIUjTOllWYkxBHIu5RTC6yTLD+HibPO/S6QhYmD27xpw5I5RlTqdTYkxGvZ7SaDSxVuNc6d1Ic5+dJUCn2YyZMyf18ktHu12SptBsJkiOZOgXrVZo/lxG1QO4LGXfjTHbVdJDz5fIUAXY1WpJ9eDtxVKE86sqkBoAVY8lVJz/wVH+5gMTzBlWnPmKugf8kmHZbz0vjI8Aj94CrcfkBRDVDxgDcxcq9cHuPuxbAG1B8hXeIwDG3hKt59zaD9aESd1ePtv7HEt/tpqwpiHexFCWAlxFbqsr9vLEw+pce3tGLYHnLYsIEtsgy1Uq7Hfvc3v71s90qkpeHAxOwt86J3mh062SgYai1bZsmyx5fH2nJyuswbgHXmef3+aUw/sRtfz+sKU17nzMQGkZ9EAojKevvH+AQ97RESlhuIFKC5FiyU4xB+wZc+FH53L6P01y3R0Sg3DGudMkn455xZE9ox9hhwObK9fpC+8ZpaW73Ltqit8vj8gymGg5Tji4hjGOPO9w0yOTfOHaaZE8CjEPDv7ldQkf+VE/Suw7pnb4v2c6XMRES1GvxzinWTqI7ws1PltVFABFaSmKDnnuuPmRcE8plm9WXHpLh3UzAg7Ov7rNVR/ZvfpArSP/WoPWcsxpKlE4IVNVHFgL/riqzVsvXMfWCSnszBp2dDuWesPxqoMG2HOeZqpV8u2bxY33vqds7zg0/Og983j9VzeDdQzOURyzW4NrH2lXlwZtoZlBS8b86g05WDjn+09xztXw6gXwD68e5fbH2zy6SfGP13dgBt72Qvj2HwADzV1h5wSezoBN+JvBwQSc9TJ4we4x090MohhnM5JazBV/aLN5G1jPHMrK1SNyVI8N1v66BOlq+D7sf9jC+0zBRf/huPCtIzhnSeJE1ChKnhmRUlVhIvQegvUmOLrqgwaRLCqloepTDAUi2YXQn4XrsVlB1ul8byZKZHLWQRyJGVr4bKVENhnmuyCJrPZAqQpkSSC7LC6zQhbspTcGsdYIUwgo66Ba3Cukhw/KvBTG0JRibKQ1HW/cpBxMdjpoaymMAS9HdTjqSUxZlsRAM0mJPBpL0pTCGtJICra6ViNBUdOSZ6nqdQFnSSJjGryzJdS19JHK8Us0RhppNtXrDNTqVWTDz96xHxumS+YPxRIhEkViyOznceXfo9KV0mPBIkA/wxRI9f2/uv09q2ad5bqV47zlqsfY0i5QkSON4c43H8jhl9xDJ7Ocuc98LvjrZdJ7J0GsOKX46h/WCXgMj5egvghjOOHPClRVMQR6oBCoN2Hp3AZXP7rVS1xgaw5XvnI/Pnj9EzwxJf3D7z1gJ55qZ1y3ZoxPHbWEF+00wu/Wt2l1pHD3yETGznMzzn/pHtRjJT2C1rLraI03HpCinPQnhgxRhzCFpbFsmOoyfyBG+b7GMvQklqUUIBBDJquUFwX4QkdRoK3l+MvuZUWmQBXceur+DCQiYzVFQeoluWkUEccxzSgS5lBrnhxvccI19/pzZcAq3nXT49x06sFEicSA5KakVeRgNbbbBmtEhqpj2TdTkihFR0mxyOU5tiiIkB7MwpVgHTOmLZLYQpjKGVOIBFU5ytgyEKe0Ox3cPJirm6QqIcPRUClWyTiuAc0Y4lrNOzBrlHUUrpRnfeRbmXDoWBHpSM67KcgdRDqiWxYkVhGhyUxZ9Vzv2P6bth09kDu2Z9ustVWchDzQhYFrt+XmDf1n9z+S8vEvTTO1WoMzfO8SDZHiE5/UjG8qQZUhqZaqLKgswdmyejg5kV+qATwrh2cLZOIdG5MeSucKrHXMmROhVJ2iaJHnhmYzRkxvNFrHdDptpqYK2u3CM4MNBgYiqYabkm43RynH8HDDgyUBFXmeVzKqIDNtNhNvrBNRFIo0hTStVWYoQGUu0pNZBnDRyy8MbJmYqgTQJqxOAKDSA6TpZ3x67GAP+AXWMDCZgQEQJhKet1fEyl/Orqr5YXsmYJRr/eeAsV+KGVxLA4MY9i8wdrLuCgzg9ixjfw9SzzkVz2r5ankwx/BgOPQw9qJEVPU3YpLRk7taH4DeA6D98trwXnDpZ0Z4YGXJkl0jZo9oemZBvePvB4vh+x6YNP6chOsizWVSMHCA9Gae+L7N3P8kHLYnPLANulPwhqNjznl5jRv/lHH4vgnf/Y1f7Ri4+i6NiiOipGT/XWK++t5ZPG9Zja/9pMWtd3X42JuH5KUeFBdl5BfzFolicbKIJeLGb+zM7juJ0cw1F8zhXV+Y4KKrW5QGfnxdm1ceXacw8NjTBfvsVqOWyPkNzsoX3TjJhTeOgVEc/dEZee/C8baja7z3NSnWJiwYTOSShEWcDEd2Gy2efZ5XVNcQFcaNopk4ut0SY4R9L02JQjM10yGJtYBAZUmTGo16xNf/TnH616cBkb5unejCHVMAHLpXgzRN/eeUWCuy8CSJiOOUsPIsS0u73cVa6a382vXj/NNPxrASxod1lvGWBSydGcfFt42zbWyCL/7trgzNNkxvcxUA22O+4u//ehYvWjbAg+ctYvW2nAMX1nnJl1ZBUfbAWDh8qkMX85ES2ApXboUrl0/0wJoQphV4REN7Haza7py6ajH9xWuBpODdL4KrHzE8NQ4MlrC1b6GUhJ0INx+ifyzc9tcnNCcNKpjx916koOt3LpK5fXh4iFkjA1LQQRHpngLAWlfFYwSVhEORxD7CIu4xhqAoSm9mUrqKnXS+79MAeHlf7O/LSEMtFtAUbvpKKu9fL19Uj0H0R5gVBcG4JvdANDOSJWicGNhoJe6NSmtUpDFIcSPx/WJ5UWBxFF5uMJOJ9I6ioFuWWGNRcSyRBaYkVYAxFEVBktYkdiGJSSPJo4ydY6jZRFtLhGJevSYG5UkifYBao3BEygNELUxqrDSlk/D3MLCC42ak5ZooDya0EvOVZpLQSBOC0YpWit1nS9B8YIAV/b2eugLd2w0/FVoOwtxoK5AU+u/CUJ/JSl516cPctW3KR2n5W8JA5uDKB9fTKS0Y+P7qzfxztjtrx9pc++gYJ+wzj1nNhLGZntupIi4K4QAAIABJREFUrynLWPXXepcUZiKHx37Ua/CdE/fiH367iqdbvXtxpBHxH6cfzEC9zjlHLuKxyYzxbsnnj1vMouEa977zYGYKy2TmWDwqbsDaH+t0Znj+ToPc8tQ4xIa1M12+d98U//HEON84cW/OuOZRFtXqXH36cxite4ZYKfA5idYYTGl40SX38XRXcfAQXH36wb5A4Z1Vy5Kv372OJ8Y6vP/IJdRjzZt+tpwJk3PRiXtTlIZ2nrOiOyWy+ARWT2QcvWi23Iv1OsoDz9LnMLqyZLyT8cprl7NpMlTyIqQRumTdTJtP3n0fr1+yM3PSmJpOKBBn16IsMLZEKU1CicNhcBg0hoKZvIWxBlvkEuPhLIYSjaajLUmiqKUJuhEziwZDcZ26UzitqcV1yuEZdmvMIfby2UIpYh3hCkOZFxQ2R8cp04XB5gWJglocU7iCyDOMhcJnfxoaQZkFwiZbQ1PHPsIkopbWq3bfHdt/0/b/Frb7H9l2AMi/YEuSxLt+CpDodrvkuQUMSkV0OjmX/rTk4x9sSDVcASRSkTAZ538bfneF4pHljnUTisc2Ob8oAdB+MQnRKHz0LMfjjxmsNXz4HOUZO01R5ExN4ReZUK87hoYkJiPLLGma02w2+qzaodXq0G6XOOdIEsXISM3HEsQYU1IUhiQJDqhiSlMUpTiNlY5aTazflbJIxIKAjXq9RhwnlSRVsrhCLqPy0QKqAkjhvPXYumAI4rBWKmcCRpTvg4wqACfyDwigTKR2koUoAC4skrQHXL3PDIHzYftzt9QeKOoHjf97wOi2A4zCvspDT/r7ourvA3sX9qW/hxCc3/eIIInsAb+ebDQwqP2sY2+/Bcj1USWEhVNYkPp2pGqfRKILcaw4aJ+kYm2rKA9/Hnqg1FbHIuDKVMfdOxZxwlVVZIAAoVXrHPc/Lbt150pEBlXCj/9Ysu1n8/iXd6UUpWL5ms3ctyYj74DNHKiCw5+Tcs1589kybln8hvVMTlnOOG6As780yYsOyPjq3w8Cil3mKHSssHkiRRgHjXrMW06usduCeDtJ8Zl/NcCl12cY63jna4Yw1nHAu9by1FbD0vmaO7+8sGKvk0Tx79eMe0rbLwcVEMEdK7t88juWX62c4gMn1vnXv9XcfJflJw/6E+iEBP2bg+Cn90GtCXPrio0tyydeOYv9F6a85stbwcIbXgC1RHHakcNMz7QB7xAIJDGMDDWJIslYVSpGKYnyednzUjZ9awTnNHFsUarJ3DkDmNxw8kGDhF7eJKnxq/s7rNuS8/ojB4jzbtXPnCTBMVn6OW+8ZwJrpIf6iD0Ut692PVbDX+9fP2X510bCbR/cmTO/s557VxcMzoJVLXh6c063KNEmZ+ksWLFpmqVpyaoRYCa8D+JyOuT/b2DJfFi9kV6mYvgHfmHcN8RV3/fVgA2DVgXMzDdu9e+vHUw4RNflX+xksSmfp0ApDloA965XvZ814MIzFjC3mfLCPYa5e22HfXdtsGBE8uguvX2C6+6fYudZCf94yk7EcW9H+xUNobc5FM+CMqAoTdXjhevJT43z0Rs4b/oq7xlFEWncq1LEnmXrzWlyXNZPfg4orKUsS0wwlykNZQVKpa+sYki1nAelNd1M2C5tLW0jxQyLsErGA0cLqLIkz3JKPyflpsSYErwRWpQk2Dj2ZiGK0TgiUYpIQS1NSWo1H10isQ860sROpL3GH12tVsMZ21MSK4XSkTB/Ttwxk1ia1mtKFCWqOi9U0tvYg8AgkxQpcUwtTbY7h/3gsL+vvjJZoacXCe6d1fBUofDnwaQVN9E8VF+d44f3beC2zWPbM4R94/iRDVPoBGwB714mbqZHXPEwtguf+dNGSOWgZjUV4zO9OUklEs+TKs2/nrQPL1w4wplXPcoN68ZZVGsyVcDnj92L069+2H+Y5eNH7Ukrs3zwuid4+dJRLj11f3796Fa+dsd61k8UDDdSTtprNqfuO5tOXrB+ssuq8Yxv/PFpbnxyW//NB17lsKaT8e5rlzM+ZRiPM751+xO85dCdxDU1jmWcerfSVeNdns7kPN0z6eiUlloSCVuoFFevGuf85evBFNx//QQv3XkOj7bGwFrOuukR1s10gYhD5s/h7q1TPH/eCIfvNkvkvsaQlSUbupbHx1scvmCIz961mjVTLV66dA6bWmPgcsDP785PMEZzxf1rueKRdVz5ioOp6wLlIModpTMkUULLdImtAyt5jkaBwVIquS9VzdKsxwzphDhKaKQ1YqWkC0AnYB3tPCNVkDuL1RHGGWxp6GY5iVLMKCmoGCw154jThEinaKVpWEvLlBgVMV120c4SEVdjMTKOGHEpbugYYw21msihUx2RO0tpchwFUzskrDu2/+K2A0D+BZtzjomJnGNeVvDYI45dlyg++G7LX59UUBQd0jTi1z/3zKHTwioq3yfgFN1p6e87/3zFj34BF1wayZqspSCFdMhx4iGOt5xh2XcvebgFx9GZmZwso+pbUsoxOqqI4xRrS++UGmFt6HGytFpd30yuaTQUStVJU7H/LwrodgsGBlLfwxlRljndruQoKuX6chhLtHZVzEccxxSFVMQFTOAXuLqSfPafM2Gmer08EECJ8hl/AMIW1mpxBRilMu4qNi64mgfToJBbGc5H6BcM7q3bSxO3lxIF0Nhj6Xp/G9jRwDL3JJ2BeaZ6TfhbAc09tq4HSl11rPIeDpENBkAWQCx+H3vAM2z95jzO9Y43AEUJ7JYydADmwchJAGc/o9q7NgEQBrAoTrj466Q8qy4Zkj2ZnesDisJgJYnyZjK9CBQpAqTstbtm6ZwpnthmOGRJnY1jjnW54Z0nDdFo1KWgQMl1F8wijjVf/ek0n7hoEpzmjlWWOx8tWbvJ0O5oMI5LbpgBq1i1reCUF9c48bABdl6guO87C7nuji7HHRqTRJqN2wxHHpBU+3zDvW3SWHHMcwf45QWj3LY8Z+muio1jJY9v7oJxPLIBLv5Ni0P2jli9oeDC32xlxdYsvEVvi6AxAFfdm0MG/3x5lzu+HLPXLgk/eTirFoZLd57LN981wGemMhIN2kuQC+Oop/DoefMpjGLuSOLvkwKJx3HVvRTida69f4qvXj3OaccM89ajR3yUh6rYxJmu4wUfW8P6ScuHTx7hlYeOIH2Ojl/ePclpX1sHDn5zV5Mff2AhjUZMnhs6XcPEdNv3diredVKT29a3qCWOz7x+Z4797HpwZe/4I/jIS4YpyoLBRsxl79iF21dO8daLx8DAF68b4w2HJRTKUVrFaRdvYmwd8oSZBWzx79OEjx8Dn7sByGH10/5W6FdTBVbX0jNJ8hEclVoDeoAydpA4oXFiIFd9oBEfvxGYQ/jgSxXn/zrAEvjkqTvx/d+1yK3irON34kV7NWnUYoLI87jnNvx8IK9/89GzOfOonnlUuI+CQViYI0rrRAoa5kYnZh9aR5Q+QzHSCqvESbWmo4r5ejZJZDAHCf1wDine5WUpoFSpKo4gssbLBmNQSlTeHqwqYylMKewmjsyIOyNAJ8/QSsLR29Mt+RytyZzFKshLQ+KBmEtiUq1p6oh6HJGqOrVGXUyDogSrFAky9yf+E4LiRMWx9KF7hk4DRkXEWpP4yTbWEfhiYmAOqzxaD9aCs2l4bzyQ6x9O/XEP4Wuse2Az9NhBT7L6THFfAJSRUoEYl1gRJz2hwQkzK0vwILL0oBOlUM6xdMh/YoIfp/7C+nF+4+YWti2vuWHNNB+KU2wnHByQyzUaz/3PEsAqXA4dBTqN+fD1a/jn45Zwz7YOptQ8Ntnh7N+s9DJ/SzC7OXbRCM//9j243HDh3U9x5an7ctrPH/JmVPKayx9Zy+8fn89FyzeDCUUSQMU9l2LTY+5fPq9OXWnWtITdO2jhKLU0RUdyDVPgx49t5dzbVnPS4rnsO1Tn4ckZjt5tiOEkYqYo6BiDBdbk00ALiImI2X/ebFAbIHa0Q7GInLu3buLe1x5BnMQUeUbupOCycrrNK6+5C1wGAwamFZSWOzeu9a6psX8PLzVQliqbJ0/Z1jYsHkyIdIRxJXWVUDpHqjVJnGCVZUBBrBW5Bu28jNVI7qgwk4p2J0ch8TKpKnGmpCgyyjil1BHKOrQ2KFtSTxN0pEiVojCGjjWUOsLZjLgwxCom0RGpUzgLaZziUMRIDJNWEVEq90NZFqAhU9A2HaySHEntggoOGlGvcLxj+2/Y/kckrP9vbTsA5F+wtVotfnKV47EHI3Al61ZkvO+cgvcNx8ybH/G9ryr+6pSY2263SGq585OTksl1QnHhxYozXg/nfQ0oYqgbPvUpy7Ytltf/lWanBQApeV5QFNKjCLJoyDIJWZ89W9xMu1154kRR4kFDhLWGbteQZV2SpM7wcM2DFmEb81zY0sHBBko5isLS6ZRYmxFF4loHCXluvARU0Wg0PXCVh2yeByfUiDSNff+iAEUBYr2ePK0dtVpSxXT0QJqt2LA0laYxcU8N8kvrY0F6QC/0AiaJGLUE5k/WCz330mcyjOH89bumBvAEQVIa5Ec9RrMHGHugsmdM8+yAUT6jHzAK0O31UAZ2MrCcbLdfIPsWFqnBFTYAvQDketJS+XlgFUPLZXhfeT/6AAnkPjPRVOZ6AkJ71zF8Vln1bElvpCLERMg+ihxP5NXaM1qxd5Ltscf3/WAhT20y7DZfzum2iYLRIeUdjUUWHuJX3nfaKF+8vM3UlKXIDed+Z5w3nlgnSQ1F6Zg7mLJ1CmwOu8+vE0WaBx/POPH9m8mt46gD57LvkoQ9d+tNaV/7xRQf/4G4rLzmiEF+eF0bCsunL9U8/v15DA44ZqalAn3Ot9ZBZkVSGfBnDEMDML3N/0zDneuQ11hgFqyb0Lz6ix5sagEwv3lgkl1HIgZSkZALC64JJjZNhImS6+BIknq1MJbxJ9c+Lyx/++9iOHTPjyc4+YBRFs2Pq3FVlopbH+uysVOCU3ztxgk++uo55LlE3Ty2bloGROlYsWGGsYlpygIKZ1HOEGuwOqY0jgN3T3noUwtQWhQP+y8tWf4UqEH4zVm7MNqA3zw8zWOb2ty3psVv/zTF0QekHtTJ+dg4nfH7lRMctGvMmJfQYeCoEfhdhjCRXfjctcgiJvRrPUP689JFcEtbY7YBs+EHpzVZP5Hz+NPy4gWzE1asybniIQ8UY3lfgMWzFE9uRB7m/Q/0RK7Pt980n5/elUOUgXZEScTCeXP40d8v7PUK9jAKgfoM97fcY6rKziv9HGU8o4cTI5hIaQz9TsiWWEfUvCFMTcWVPJK+e9ohRbS8KKr+ryzPfQ+ifG5pLc4aKtOdKKJTFtTjGFca2llOpMChMMqrRIwAWWtKyf7LC++EXVDi6Eaa0ojjJHlOA4eOIuJGgziKGUlTiQqINTpOSOKEOI5RzolJhxKJo0KhvGFKNV/RP78JUxgrRZpEFbgLLGEAgC6whWF49P0u1A0UfQwsvXk/XBvnxJDFuJ6rZwCrmQfeVbFReddN/7Xq6Xa9+JHSv0e3KMBIj7KwUCJFVH4irvnvIy2gt+577w5fMo+PHJpz9cNb+PwJSzlmj9ks39jiqO/fB8BYu3cjPDqV8W93buSLx+7Bh3+7uneTKHxMdCTSTT+P4zStbsnKbpfXXLmcgbqWMW6ssPNVH6QCpxmKZAyFm3fl5KSvZrrqNRi4cvU4GD8hBrMyXE8REBQ+ETx393l85EWLeOOqCRY0I56c6fKzFeO8dt/5xAqctbz7poehLLlk5SSXHPdcls1ezNxGTLsoSJ1EXLz7psf41apNQMzAYMRgAv9w1wNADg7G251KtYWLaWdtVKGYtjkdZxhrtXn/HctlbrIKOpEHztqfswRiLcdoEcAsdzNgYdCwz0iTHDGAMqpEq8if9gilI1xpKa0ltQKsDZY8z7EKIrRAOid/H0UpMREq0tSUYqTeEPmrcrTLktyWjFMyYzNcYYh1gkYRO0ddaQqnSaIaiZK4Fx0lEvPijBSltAakwOOUwTpL4brCXFpLx0nFoeMKFIpYRajSUnc7eiB3bP+1bQeA/Au2JEl4zrKOZxWDs2IC044tM5qTT7UQt5m3h2bLSoec1rCily8XX6O4+EcamgZUBhqOf4Fi991SigI6nW7VT5llyucmipPr4sV1ikL6pLpdR60mUlJjZFHaamUYYxkYaNBsRhgTURR5JZEcGqqTpjFZ5rwzq8R2xHFKmiqsDbLQiEYj8SY2PQmmSLHSivVzjoqBhB4zF3oZpQoPIZDaWoMx4sRZq6X0jDvCe8iDSxwnqbINk0QefMGMJ5jBRFFwpO05pfZv/Wxo/2Lw2QAj8GfS0wB6w/sH99MA9gK4k15A2ScBVboCtsICQc/kJpjm9Ex/hH3t9XAG5rVfhirAtR84UgFd59U328eIyLksS0O3C52OmFfEcbA4VwgpIpbh4PxYEuAe2MdgJpMkEGigANzjOGJgQBziQjlTmOCQd+lBt7UsnCcsZZoq5s2OiaLYX8ftGd27H82YzgtAgYXbHyq4c4Vl49WLyQvHqz+2ha0PZbi45Jb7Zthz10G+eeUUm8blPvvCpdOc8deW2YMRh+9TAxx3r+yQF8LQ/vDmcahZiME4xZJ3rPEDwy+aQvtUSH/xX6dnEAcDbyxarUA1MA233Gukf84ATdhlSHP6UQtoNqWanSSBPe6XYkOaxgRZdNisVZ5NL9A6Jk0UqdbkyqJwDNQlVieOg4kOPH9RjEKqyi/bO2Gq1SXSEWXe5eX7KW66t2TFmOHTr51Npyyl3q595IKSQk0EPcdMYyhwfOfNO3P1vdN84XcznPj59fT6GKfDEOPGp/MeU2jgZd+agCmgXrLHTrBqm/zud5P+HM70DVMDr9kftk0qbnpSwVx44yI47qA6++6SkpWK9dOW3YdjcIYlc2KOWAKFdRgsn/197s+7kjK7rwu1w+LWKr/I1bxw2TDXfWgpUaQoDLztuytARaAdH375fA7eY6jvGtjq/rP9igPV62nTCHCUvkd/MpSitJZIR6RJ7E1xPJvo789wpcuy9EyhIf9f7L17uGVXWeb7G7c511p776pKVSqpVBJyI3eSEEAwECQBQRRBUBEVW4+KYHPrtm0fQY8HFNtLt/ZBDy0KcmywbQWUeG0FETBINIAQAiEXSAiphFyqUqnae6/LnON2/vjGmGtVyFG7vRwfT83nqdp7r732WnOOOedY4/3e93vfJHEC3ntSCISY6FIaZI85RslJRGIqYhBJqtaahBQPWfTElFjEGUZl+hBZBHGynnYdXd9JDEGpMtmcSCEwcg7btjSjMetKMbYGS8YYJ+7bzhWZa8AWJpAiZ5WA9DwA50x1WxYGxBRAaepjxXjH6GJcVti8DGS1nM/r7QWrRUF1zLmBonCB4vJa5uo6A9afyxhSgegKALVal0W4PLcvJj8hCUs8D4FU3F1TjKQyaRmtUSkxdo7GORotvaHOmGUcR+lNN+VvQs6onLnl4JSf+fjdEOD5v3czd7/yCnk9Y8geKUANQFHzwDzxumecziLCmz5+N88+6wQuPmmN1117J4s+FtasrDNsFrCYMwTNdJ75z888k1+5/h62Sl3sjhmQEk/da1j4OW/62tP4jevv5/mXncyB++cQ9EoxR755xePP4Ceu/aLMk7qA0LB6NSdw8qH3szfcyUUnj7n10DaHplPecvOXQEX+8ydbDix6vvPsfZgRxJkUI8/eNWbfeksA+hCYpcQ7br2T/3HHFwuYTUynik9szct0Z5BKUUXRC646zXFg+iBZKSZtgw+Z7/nwzTBr5HnG8INPOIfGNbzr1nu4/eARSImnn3sCH7j7Ab7mjBNYNw3vuet+dlrF1afv4etOO5GtvCCR0Dnx+a05v3nbfTx2/26evf8kIj02dnRK47WmIaNzprEtaEOrjfQlIsZH27GnT4GtEEQ6HiCRmChxbB43jjZa1u0ETGbNOhQZ246xShFSEDCqNSEFYop02eNTJAsVzpRASJ6oEklHehJuKtedDuBRZA1zIl2IBLVUUh3f/oG2/Lc/5V/adhxA/h22ra0tzjwz8Vv/PfMjb3DccVOSyZQMdOAVeMPBuygr47RSGSwfiYsARIiZV70kc/WVjhP3RLa2pDoUI8xKBdJ7OOEExf79DbNZ5OhRj1KBtm1IydA0prB2AnQ2NhwhKObzvuQ/atbWxozHDSGkUmnu8T7gnGM8lopijGKEIiDBDmyQUoq2lRJjjREQ5k+OqS4kHsnIpUosUwqEIAto5+wg3az5ecBQ0ZeeLVWMipYOhSKBlYVANeP5f5OlytdjpaCVGVyNaKhV8FXQ9XDAuDStWcrTaq9jlRdqnYs5UPmso1bXK8qoUSKVFaWwTEumdimHFXlR3QdYso+yLfd51ThNAGGVny7BJpTzkasba8B7hnFY9j0KKqh9nW1rkCxlPZwrWQMZnLPDea89trU4UM15hE1WVOMf50wB55rV2bWOp1JL06TzHtWw0Tg2F/UAE9aC04F2pDh5VwIXsEZz2t6WpnE844ljfu19czKZP7p5k2tu3AKd+anv2M3XXN5y/hkaru+h18v7cTBRWSnwVOBoh7ce1FrLwV75fc7CnBm44rLd/NIHH8JvJn7k+Xv4d9+4PrDz3kusjUiJE85Jz2HTqOKQG8vYQpVfa51xriVnYcE/8uP7edd1Wzz9kjEbbSYmz2JW7/2Eyz1/9doTuHczsm+X4Z4HN2l0ZuQ0a6OGt7xsPxFxXY3Jo0j0XSKkSFCKLkWiF4OTAw92/N7HZhzdhisuG/FT1y6W0tPVcamncj5cnqydDNP7l4/f/oWVMTwEQ/7BsGU+dD/84fftYebBOs1IRxSJgMY4x961GT71pAStbnGNZQMxlHnZJQt+5doovbUeAYxG8d5Xn8+t9/e8+f2H+eidnq99zDq/9eozhgD2Frj6kjEfum3Kufsafvjrd9P1Hh+iLEvLfaGVmOKkwvQN80W5mVsn16mt5iplbZ1zHsBhAnHRzJkYAr4XBmWelzl0xEguJjlZiVSTAmJUGbPaDzlfzGmcJXrPXGmCD3QhMJ3PBHzmTA80zuK0ZCqOm4bJZMK4EbBjUYzaFu0crbVl6ikuygV7ozUhRawWEx9txQG7Mo4OcNYUgCggSVcARXm9RwCHcKzfVG1rgGNZw4EXWwGMVTJKkSjWfkbFUqJaWUnqV1WY4sJAxiTOryFGHtze5r7NTVJZ1IcS6qytxYnNOTZnWueIYgYg92cBvqzsy9CJrhS+SJaVVPlQFPLbGHaN2+UeesV5/+WvueGlj+O7LjqZ/3bL/Vx2wjp3bndshUgkcO9D23z9f/04779Hijbv+Mw9K0cXePJJLdc95GUtYihMmwGb+f4LdvKcc0/k+eftRcVIVkUaaRrWW5nLv233br790rMwwKm/8FdyFAPrDtpZXvaE/SxS4D9+/IBMACGzc4/maAiMDcxnAVSpjObEd/3xx5b3CQqS4q6jotV9+60PCAOYAJf4ywcO8uQwIZDoc8DnzI0H7pH3UQpygImBaS+TypC505Q5KPGFxQ4+uq144WmnsLNt+MThLZg3VGnE4x61wbX33s9Xn7GDH7j0BF75/rshRT5w8xRIvPeWbV78+HPJ23OOpMg1B2dcc8MDXLxvBz/zledhtebVH/kMbMFf3nWEs65qeMLundh2B1YbQgw4o1n0nqAg58BmN5X+RSXXTKMNa65hpxlhlKXVhhQDRmmSAmcbThrtZNe4pYty7ydtmPpt+iAKAaNEReAR0BjwdCrRhYxJYFJGZYPSkHIk+cBWTvQk9jRrgJz/EY7WWXqb2Z2Xn8nHt+Pb/8qmcv7nexXdfPPNXHjhhf9f7wb33Xcfi4XB2sh8rjjvoow0MNS+gNVKTgWNg9aEJ16R+OhdwLzhyssCv/ILkb6YqSkFs9L3kHNmbU2iMFJKdJ3kB43HI8ZjRdu2eB/ousxoRGEpAzHC+rpUjZ0TWaj3yz5FawV0WmsKMxULYAOwjEbCCmltqUY3x0ZKyP5VF9q6LUGXsCch9HgvgLRmPMoxykKsrj5FKqkG0CiAqYK1QEpi6CNS1i8HjHWsllfuqqR0Gbhe0cESEC7/tuZHVkmrKeHZFTCKfHNpIlNZw2r8U1m0WiFfspt1rFYzJY99r9X9FmmqGkB1ZRZXj1uA9FK6uwSKlanURYZaQaG85qc/ezePuXA/3ueBSQVVTFmWy61lz2g15jGIFFWYjiUgZ5BX6iKb0doUICTXSS0ASC6qgG0BmSLfDCEMTO37/7ojZ81zrxwBij+4bsYLX3eQ2CcwievetJ/LHi0uk/Mu89Y/nHLaXsM3X7U2jNfNd3r+6rY5L/2lg5Bk0TCeJOYeSFocbYCa3XcMANLDEBz7OCuPle3UXZkrz7Q86jTLwQfgmo9Hvu1JO3j9d+/EOUUfHSMnGXcxRt59/ZTFIvMdT9tJ29RCgSWEWIyicrlW5LqSLEY19JLOFh5IeJ/JBaR3fSfsUucJShFzwuXEpGnASP9YrmxXSni/oA8QlKGPPTl5nHJkLwUwbQxZC/Ooc+Ypv3hUGMS67QEe5pdxzJZXHludAtUjDap8fe6F8Ae3MoDRv/o/9krBKCdCP0cri25anIYcexrXkrQV2afOOGNZX1vHao1Pio2J4x3XbfKJL855zdefxFl72+E+q27POYOPJVA8J3xM3HXYc+qehrZEmagsuZghC3gEhdMCWozWaCPzVEw18zQOkkaA3gdC35NiZBoCWSnJNAwBWzIeUwGIKmdxp7WWnDLGWgFrZHrfY5RmHiKL2Zwe6OYz5sV8RDXV+VczKmDGGcPaeIwzFuMcI+ck5FzL7wYZPUqYtFLtq4wgKLQ15RTL8RolpjrGSBGIMg65HL/cP8t+84czh3XufzhrGMvXVdYwLSfsISh+AKMPA4a1SjiwJ0oNOYn1fXwdK8DnZY9ikuoYxlpuu/VWLrrgAlR4gUwrAAAgAElEQVTpoywfOKLWUBIYP4DUAlglb3NpnpO0PiYaVOtigqU1tjCTFUzq8vd/dvtDfON7PitzXANvfsbZ/NCH72B7Nhzgyn20qmKqap1SjEsanOaulz0WpRTvv/Mor/jg7Zy31vKuFz6GjZGwx8aYYtJa2NNy7SaleO/tB3nln93KJbvXGPuWP7rjkLCgowwm8x+efDanbYx4zbW3ce90gdCkx5yMle9Xz1KZGHIt1CVxMLYBFqkwmFLw+ePnnM9aa7n+8JQphp+74Ra2j2wCil27dvJbz3g8z/6Tj8B2QjJkbXndMreoACZx+s4Rb7nqEm7YOspr//QGllKSAKkB2/H9TzqfX/7LzxVJr5XxtfCcc0/hj269p5iFOflb5fm2y8/i+y86h6f93vWw1YPT/KerL+Gp+/cQciCEfmDWM8I8mwROGbR26Cz9za11+FIxleu9MNsFSy9Szy2338Q551xUVo2JRMSYTFCJ7TBHoYhodAadIKaekXIc8T3OypzXIPEjLdJWooxlO/Ul9mPpPTHSlj4FTkiZp5xzBce3v//267//Sb7zLf/4vraf/U/hnwUmqttxBvLvsLVtW1gczZO/3kM2MLAqyw8/WTgZmdROSbzzFzLnn635yEcdH/3fPZiO7/puCEGkmotFKqYlmZ07M+Nxw/Z2z6FDPZMJbGyMWFuTxfVi0TOddojUVECnRG9McM6SSkDzdNphrcI5V9xQZaG/WGT6viumN4bx2DIaucJcgQCUJZskJh61ur7MVVyGy8skXrPqrJXsMwEnDIthKbIHchYA6tzSdGdVBpqSmOVY6x5RlgqroHHJzC0B4xI4LWWnS2C+7MUUoCRs5rLXscoMK4updc1VjEXOS9k/uzIWiWqUU/siqwS25mOKscaxlNZqP2WVfkLN5BOZqUR/pQJol0Y4OVNY3LrfGaVSibZQA3PpnMYoYX9Fprzsh5Qxkterstra4yX9dSJprlEES/azOprkYdyNyaWXsT4uryUZn5CSpxodaZ1oGnFE+eXf3+Lfv/khIPNj37HBv/uWDZ52ieUrznFc/znPj/2rXTzhwtEATCejzKu/aX0Y93oez9mf2V5oiN1wD86HxVhZvCwvlxXwqEDlLweOx5BkeXjswz9+GuORKXEYju8/4HnuG+7nnZ/c5Hdfu48L9ie6Tpict18744ff8SCguf2A5ye+c3dhZBXGWLwvBRwnsTI+BGadZzGP5BzwQXrVFqHHd54tn1FEWp3RxmKUY9RKccUoQ/Q9se/YjLJQW3Q9I21IMWOsxP1AQisrUQ4alJWLScXEou+lSDFlRQcIHH7YeKzeehkG2o0ylsMvyvc288LHwLs/tXzoDz4Hp++DA/fCN10si31MxpLZsbYD0FLsctItOhlNcMYwam2JMnLDrsj1G3nJ004gpRMIMTKbd3JfkonF9EkXZ1NSEit9ozl3n5NrCCFtKKBHFcYxpkRfiky+AMMQpH9wtliQlKIvTFsMUrhwWhOzuIqack+NtEEVBs+Q8X0HWcDk1nRGFwLbi7ksJPuOoDRNKdq0RtNoRescuzY2MG2L05pR02Ao+XZao60p59WQlSIFYT2LGlzmLKpRj4AeXRg1CrAYWDUYHq/grd4WClCFNRTZ+7G9hn4FGOacB3CoOBYYVtawfr9qtluBYUZ6F1n5mZWfUYrOe2H9UpLA+BiLr0sGYzDWYoCmvtdkIr2KSrHWtkyahpwStlxTCbkXAeltzBIVomMcZLm5HL/Vejn/lv3JwIHNnv/7Y/exY6x5/L4xTzxtQ6IrsvTGXnay499euoef/+uDTBp4/MmWvQa2bR7cjkXBdGwLjFypZvmAhafv38FoPMJozXMvGvOCi08R4F32JZYiQShjF0vPZwW7r/7AbRxceD5w8CF+8Ypz2AzbfPjoESm6pciPXneTrBCrWefATq6udypIrCNYv4+FmZTPkvN2j3njFZfx9s/dzTs/Xey56fnaD36MZ56xjz/93AOl9yUjOoGGoyHw7D++DmZOXo8Eel7eQuY0VIZgOLA953v/4tO85rFnSF9mLRwO7USay3fsgHUDm7Jvj963h++79Ewu27WLzx3V3La5gK0iq9AtJ7Un4IziV596MW+87Q6+8sQTuHTfGtO8QMVMa1qscegkfcDWOHKR+ioFWWVyCMxCJqRIzpFAlDZMJXOmc5qYe+bOs62PEkrxiBiwAUxOEDXoBqUVgcQ6mqQa1m2LbVqcMUxTwKFYxMB26iUnsu9IWYjcXoMj0UfPPHREekZfNrkf345v/3PbcQD5d9jEyCbwpx9UHLorg/IMn3xZFYeywHKmhRc8xfGilyroepZ2a4ofe2Piml+sck9o28zammY+z3Rdz86djlNOmQwszWLRDc6nIpnMONewvt7KhBRgPu9lwdG2rK0pctZ4H5jPEyn1tK0E6batxTmpjlXpY4yh9K3JAqppBGAKm1WVOjIB1w+HGMMAxozRjMd2AH1ithOHRX7b2hITUiM7MkrF0u8lTJ3s05c3dNeK8tI1dRUwglKpADtdGFQz/F0q+Wm1nUipZczIEgDGAXBJn6cpgLaybdIXaO2SRfTeFzdYVf5OzBaq0dAq81bZpeoMmwb2Ig/9n5W9LEc8LKAqAF32lcYCPEt/jVn2gMq+LOXHOYNzmlG7LATIOKhBThmjyFtlfyXaQ2tXXkPMcaS4EEvva3V6zcNzhfmt7GccjiMEXx5f9oZWIF2roJ/53BzfB8iaW+8MNI2hbTV//kuncOeXPE959f38xK9v8u9fuIPzHmV58TMnOCtjKix8KOcUbvmil3twEWGtgsI0FKC/bJYr7O2wHUOUPYyGLJ+xzXjCzh2aGKX/92d+6yAHH5oBmTf/wVHe/KqT8b4nJcWBe2o/UeYLD3hSFqAecsBajXaKhU/46Sbb054QA/MuoE1mHhMxJExOpBxZa0eMnBVnSxTdYgGmZ2uhCBEIHhUizaghqwRB0WhLj8KZiNGZWR8ZuYa7HvL86p9scvFZ8MxLxiSdSD5jlDAt33sFvO261bFYHv/Pf4vlB9+9VBEMvaPDE1eG9yS4fALf9/Q1rnz0BldeNuXfvGN7GPvfeMludriG0ajBWekBM9pilMZZTds0jIrMTlQToZwWxaIPpCiiQV/dL5Ue9lOXe86CRD4UUCWOxbKo1lrY2wwsQiDEiE6JPiUWIRCDFxkZqrBXck+2SmIkQog45xgpiZBQrYWUMKrMp0mYttmiY7ZY0MfALAS6JOHpTmsMmZFWTMZjNsZjWicKksY5DBlnLa21w/whMk1NV1QR0tMnY5+BqDVrJddQlx7MrBR2pTePXO9FvcISy2YeUeFR7uc6D68ApuErDHN3BYUVGNbXWf2aCtiksJHDbbYCXmMB5ooCgpI4y3Yh0Hk/9FGmLEY/Totza+OcyFtX+ykLu1wltl3pawxR+k8r0NJlTDXSz5hZtkUfUxpJUmjtCrMaQbIGC8i88u2f4Ejt9bXwmsefzL9+4j78Cpv5iitP5+VfuR9nhNH9oxddwm9+/hAX7hzzs9fdw6cObkG2dWAAxXPO3s2vPu987jq64ISx48CRBZfuWxfzIWOKyRIDQ26AFONQRJ13UmDzMdJnYdJPH3nuD3PIcODwIT68dUgK4xrIhekOsaJ3lhPqCnAc5Kt17SNVmV+++hLecccXue6eQ+xoDa977Om8+8CdvPOzd0mAqZxtmFr+9LZDEEU5hWogbwMdeVpfd14AtS5LkAJiXaYZj+k7ccX+0gNHefVHPsZrn3oZP/0Xn4WU2HPiCZw+mfDt557J407eycdf8Cyuu38boyxP2rdBKI5yv3r1BZAjX9ie8Zt33s3Jowlfe9YaXeg5f/cGb33y5bSDeU3GWEBrEmJqJZL0wCIGdIJMRBuDR+YF22imYU4iMVOJrSgZ4s4ncgo8uHiQvYvTGOsxa2jA0pAxWtGOxkzjQooQwDQlgkrM0gyTMqmHhKJRlpg8KXuMbulz5GjuGCtDn8Q8zeZIA3gVmR8HkP+wW/7bn/IvbTsOIP8O2733zvjOl2Q+cQND75OkGSfEVCeJpMRIjMfVXxW45g9XJtSV+/Txp6shY1EpCAFGI8upp1qMGSE5egIm5/O+MIngvcPahNbSR7FYeIzRNI2lbU3Jh0zMZrK4kjxGS9M4jLEDEBLzmlDMUgRcNI1IlSpLJ0YuwjblHAvQ7EuWox7McKq7IFQQu2QZlaqxHUu5UXUg1dqU5zwyy7gEVJV1ywOYERAjEtdVwAgUJ1cBnAJy9AD+oMjOioFMlXFaWfsV0JiGBVZ1jPU+DEVvYRkFSFcjHWPSIMetx1/BVghLoLhqSFQ/jKWAn8q5MCW6RPa1sr4C7isAtgPoFqdcYVDlWGXflo6ElP7TWt8P9H0aGEXnNKNRNUxaNQ9a9nlCGoC7tXYArXVxWcdbZLgVbSSs1VjrVpjh1QWp/HvNd+ziU7fL+fix796FmBSJAc/v/sWCh44CQfFz79zENvCJm6f89Mt2ldfxKOXwPvHrHzrCq996RGaytVR3YdmvNwLQDE57q3WKYyb8FTZyYCw1ZMVorHDKs72tS/FD89TLx/zup7YAxWXnK2azDm0yyihe/rydfPKuBVvzxOv/1U4ygZ/6jQf5nZuO8KqvXuNpF46ISQKgU/AYDLMYaUeOFBONUaQgjFZHJuZIP8sQF7JmWxuhEzgyQYGbOPqYcLmeK41OlGB6RSQyjZEXvWsTHoA/vQPeeMO89CbCN18Mu/fA7l3wO68c85HbA+/+RODAfWUg9sAV5+/klVcd4U03Rs4awRcWRfL8EEtJWvnyX795NxftM/S+ZxrhaRfs4JVXzPjYl+BVz9nHo/auY4xh7OQ6MatGVUjge1ccg9NiIdEXqgDBnAbJoFWKqKQwF1MtyIjBDaVQNFt0BYhEFlUxUApBocgRYyFQrVboJGyZtYVZaIy4n4aAdhZd/r7vOroQ6fueeeiZeS+gQmlUjLRGohvWRmPWJhN2O8e49AO3jR2KSk3boGIkDfc8w6I2aykwhZxprBXjlyI1dc4NRb8KEIe4CqVW5oFjIy1W78UEgzSzr4WT1QLKCiCEY6MvVu/ryvWEAlLD6m1WnmeK1G9wVi37rJQaYknIkpvYhSDMZS26FUmozplWa2GhtR7iNKqsVJf3IIrpUJURAzTleVprtLWilimGP3UfsxIjpFD6S1IWcB4KuIwxCgtZJLOVoa1joI1hsQo5Q+YTX5qyNh4L6KhS2BiJzklcCrBrTfPDV+wipcSVZ+7lJz90J2+77R5iFwRsacVPPeMsxs5wwYlrpJTYPV4npsR0IcXjmCQyJCqRy8bS20mMzEqRJBYzoD4ErDH89JPP4H988SAX7tngr+/dRJxXkxCAiyg3RV5lGUO5zUuIK3kFXNb1jmEyyZy5nvnxS89AX3qmeJIqza/9xY0sLawN4MFlNsaWLQJM5wU8lhsZLbLXVvITma8UsHYoXvnYC/iGk0/hZdfdyB33HJbdmK/xnNMfxdNfcAp3TTsu2rODlMHGhA8SbfPYvS1RKR4KU6JStEBOgca0XLj7RP7DnpMwaJxWg8Bi1i9AJRYx0KcESpNDQqskCgeVZfmnAlO1IOdEpwybfkYInVyPOWKyZWRabISxsiKPJ7K72cUOO6FLPehMlyJzrdE5obo5i+wZMyKWHGxKS9AWiZACjXZM04KQA4aEjguMMiQdmaFwaLQqKiNlsWh2qX98yeXx7V/2drwH8u+w7bzgAJtfLJNpyNCUHISh1zHBmoJFWX2emOHQckFVP1C++qvgJ35UHBh37UoYMyqslwCZnDUhdPR9lUVSHi9uicXB0lrHaCQVu65L9L0fgJsxbgWEGKyVD1bvqzxVDcATOKYXMGfpfxPXVOnF8l5W4tZmRqNRGRF5vEZvtK0A0AoYcvlQqX12ovqpgOfLQWNlK2F1YSKvUQGjMIzLpdCSZXx4ZuQyk7K+blE0Da+1KildlbpWAC0utVXKuio9FRliXbgtzYOW+yGvEwems/YNVlmrmKOI7LRKRAVsS/SHAKk0sM0VTAJlDOQ6WW4ZV6SQlekTx8/Epz79Bc4/9/SB5a1GOBWU157K6mWxZHxlQV/HJhRJXDU2kvGNBdi6AYw3Te2HXPZk1p5Na9XQ01p7suTcVGZ2eUSfvK3nilfdC6GnWsdffpblT35+P0plNmeRl//S/Xzw8x4/T8cwZQN1sPpY3Y6Rp5b/8sP+JivImief7di1oXjsoxte9qwTaK0CPLN5QltNTJGbDgQ0iYsfNRrkzH0IOKdJCLsQes/1tzzES942E7fQNnPt609gPu9RBJRVWN2Ixwwl606JPEGq3br0Xi2EyVSNBMmHQGPFCVMZGcycYeE9Rht670khEnzg9s3AKbtaXvi2DrbqONSFoSruj/LjD32d47mXb7A2ctx+0PPgVuZJZ7UDG3Tj/T3f89ajkGHXXviBK9d53TUzVumkFz9B84ZvPw2lDdYIq33LrTfxmAsvxjUixQJ5W6WWMQsglXSKrL32BQqzUpjzIb5CjjsUk5S+Fm0KeCBGfO3zs1aUCymjkViFRAEeWmG0wWdhpYwW9UYMgemiI8VAUHB0Udwflcj2nZXct5GW/kONEmmpUjhrsc6C1jRGEwrDZY0lJgFLqpiCVRBkjUR8VOMVY2VxacrPOWeRTcIgt61nUbGUftZLuwLDCoJU/Vp+X1+3Sh6p7GL9niIFZQn2MpW8X+bVKpbyVMq+KVi+TnluprjPxngMSAyFYVRKMbZWjiNntHNyXAUMq5yXt6hMUsPv+pRwahn9oQo4V5S5WCly2QfKMXz6ppu48IILULreX2l4fmUl63jVLMdqGNcWxlNrPfSJ1vH4+D1bvPa9d3Dj5jYTq7nm+Rdxyb41+hWG01o7nJfKxuYyHnWLOTP3iT+87QEes3eN03ePZTxCELZUa4L3Q79nVIp5+er7XqY0JT2wrhgmjZ3DlmvKFnC+SBLdcnBrzje+71M8EDp+9ivO4Yc/fhssMhtrka15LPLaOhrlSlAIA2mVGAmSoNX8/rMex5p2KAxOhg5F5mnv/Shhuwc6eY2J4gXnncE1n7+PHeOGzYNTwCyL8jrzr59yLlfs3cO61vz2Xffx27cf5OvO2MMrzj+bjWZEDJ4uJJ793hvoZx0/+ITzedE5J5XiSKDLUeIztSKnwJqyGONodSMFmQKsYsr4HOliIChFyomswCqNCgGrNclKEaXP4gQ9TVOM0hzpFizSglkMGKXwOTKhQadMRjHWLUYbnDXE6ElIgWuepKc0qMTn7r6Zc/efg8GidMM89RjEI2w7RyIJUzIrfQ5YBSOt6JKY6RjVokuxUAFjLE7SIbESGIrOgYwh5ETEcGqOXH3+1Rzf/v7br//+DXznL/8T9ED+vP9ngYnqdpyB/Fu2gwczm18slIYCGpEXUH39VRZ2Y8ZSFnSwlLRhKEbufjS86edHjEayWg0hl35ES86BxSLR9x1NI+yP9xHnNE3TkrNIuUYjAQB9H9ja6tAaRiNH246GHkLpIRIWres8fS8smfQnViklg0MoCFj13stirkgRU8q0rWEyaQaw1PehxGlorBV5agU8wk6WsOUCFCtDKGuU5ep9Fdit0kDLWsaSkVjtY5TeujgAtaVz67L3zvvKUlYAWNnEZcW8Vv8r0Oq6OACa6kRbzWzkOBgYOu8r2A0r+y2LN3HGjKVHUZfjjyV2RM5NShUMVslpXgG1pjzPFIZV5MjVNEeOywxy3Fqh11rR95IBWo1Z2lazNoZduybDWOecBnBcpa9L45+VkG4SIWQWi0hKIlkSU51cTDVqccIOTrkxZhYLX9hfiiRYD0C4/lutV912V+Cn3nGEz36h48despNnXNaQUuTPb9yEPJOKePFtvOVo4jevO8pb/+AhbjqUHjE/EBAPhNV1DjwMSOZjwWY5lWasuHi35cZ7elCBqx67wfc8Y0wInulsykJHsnK0zhCCx8fEeSd75l6xuT2nbXQpFAQ2Zz3b8xldl8nac9sDQdZMZHAQugWj1hLVmHErx+wy9CV/0yeRaKWsaLVmpCIpO3yVDSNS1y7K4rufS19eaw2zFEunlKG1ile9J3DHPYDqYBecsh+OBJgfKuBZZdgJPCTjdOiwYud4RJ8z55004tCa520fPMwlZ63zc+87yucfpDAVmSPzzPMft5MnnjPh+W+7n+6wDOjznvooxuNRyZRUNEaLEqL0auckCzRV2P7oPSmJVC4rxaIcl9JVZl6KFijpSys3a4xyrMpoOh9w1pJKHI2zlhSiSPyyJH6IEQVMvSd6Tx8EKAajmXa9xGPkwl7GgDWW8WhEozWnWMdo1NIaK8HopvT9KoVTAkaNNsKklckn1lmigI/G2gI4JqIIqXNiYacysBpdUdmx1Xumyki998N8tlorqSzkEKNR5mRVJpBV1pHC/lXwtAoMoRrsMHyuVWCoVr6v+6CUnJu+7+UzpJgJhSSxJNVspilzry371jYNsd7lBWTlcl34IWszSZxJme+sTI4DiHa1h1Op4VpZ5c1iAaWVqfNJ+n6nXUcq+5EQGW/tER05Vz7n7DGAu45/NSfKOQ9AO4TAY/a2/N6LLxjY1jpGNiVClj7I2WLBvFwnoYBftCaVmB0f4wCkrzptjM+Rw8Ux1pfz5rSYMVmtaa0lRPjW93+Gu4PiLU++gOecvUekuuX5065jSxrrcUBf+1djJKQI2vDbzziXjKw/Pvg1l5NJbHYdL772U0xj5mn7Ntg1dlx/31GO+MBLLjmd5518Ck4Zbt2c8YmHjvKC0/ex24qU+HC/hS55qF3yhFCdVMu83iWu+fwB2PZszuYMTKYKgONrLzmLF595Ftpocoj8wHnn8vLzzkNbi44ZE0VmPjaK9z3nMjpEfrxNj4ngjGWHFrWGBTxJ5ooU2U5Blmgx0GiRxjpraFqHTh6nDdMU6VLHwnb0iwXbswWzHOlIKJ3ZToGTROLChh0xVms4FEl1WG3IVmKF+hxIyhdlUiaoTBOVFButo8mZWezpciaRGIeOoBI5RzqtibpnliJjsy7gM0c0cl2u6RGTMp4hRxRa+nejYh4DNitU7uUzRjdimobCKcmIPb4d3/4+23EA+bds3/ACIBSXNl1lHStuZFkty6ImH7tYnQBj2Luj4Zr/Igt47zVra5amEUZnc7ND64C1Akqn08T6umNjw5GzK8YtmhAy87kvTI9mY2NUgEwaetjEJAX6PqJ1om1tATFVAlrjEwRwhWIYsOy7k4X/aKSpYeXeR2IMAwgS4x1ZU8jfpWPAAjD8fnWBUQ11Hr7qr+xnZUYfHs8hgLEatiyftwoYYbUncenGCssAcGN0iTRZRnKAmMy0rSnV5Tz8be3XqwsSXfrmak6jMLqpRJzIOXKOwtxZqqusECTLfk81sD9VQivATPpOK2MpfyfxJ0vGs455LQD0fRhYyqZRrK2NjxlzoADqCoLzAOhENrvM+hQ2W/5mGXWSSoHDDEC3spcpyWsviwbCjFa2uR6HGPPU6zSXfc/cepfnSa/+krQHk3nhGzoefPcpfOCmBf/xd49CuW7JAVxm7jP/9i0PPjIoXHXhqKvG1Z/rNwq+4bGOb3jKOk8+Z8wFP3gnLOT+jVuJiy9e46oLHe2a49uugOgXpKhp2szca3q/YGsziGkJgdY53vCOg7znpp5LT4Of/NaGGDMNibaxWJ3IpuWjNy+LDWecDJORI6hWzk+I5BQYj1ssltYYFp0nW8U0JKbdnM3Yk7MmxDk+ZZyRacd3wkJqo2lax7hp2alE8jhqHV2fueOeYi6UgYfg4F74wMtP4feu32RtovmKs8dMu8Crf/sIJ2jFdz1jF42RuIcEfOuv3cuhQ8C1DwkbHDKM4Yy9htc/52R2rk3YuZa54TXrvOtjW1x+1jpPPGcCufTmJokM6X1k0XWEmFBGMfdB7u++GPw4K+HrSqSKqTj7GqUIMZMUhbmUsHoBDFnSlELCKi2RNUqRvEd5LzLVGIla05fFtMnSw5ZjwjpL4xzaWvZYib5ojBW36xhp2pbG6GLcInOYNpaY88BoKTIRRWMtxlratqFtW+m7U2oANpljYysqq1i/VkaqMl/VfGb1+RUYqgIgKjCsEsoKJit7qMscUNnH2jtY5aTHsIiPAAxr8W21HzLmTOe99NwVkNgV1m5wJM15YGK1UoybZnAsDcXIRWktfYMFbPq6D0qhUyqyZQHeLksPo9F6kJNqJexzBW99iedIpR9NKSXdehWc58y4yIBba9kxHrN7Y0PA6Mr5qMddwaIuIDsV2WosrOm875ePxUiOUUC6EgMmvwJYc0rEIJ/xuXzmohSL4uQrkS15uE5s2eem/BsrhS3sdJX2mnJ8ISVczrzz5nu4u5P4kVf95Wd4wp7HCnOaEo21wiKnRPSeqETyHbJHKUNQCpW9dOVouQ/bUtBsRmPe96yvpMuJsRZOy14ovZxouWY2fce5O0acsaFB9TwYOtpoUSisGzHJ0CTDC847k2s+fQcQJbfSwkkn7OCBblOMWvdsELs5L73oIp5z+qnsXxvhc2LkMx0KZQ0+9eRUcg5JmJwxyjIxYyZCWhJTmS+KtH07BVzOuLaR4kA7pg0eH7syz/ZMU8ds2tHHOfMc6RT0BDlewGXDRFt2mjFj06CzobcdjbbMlJjkLPIMR2BGoRhSxmToioGZj10xyFJ0WYoGUSU8CqU6kpZCziYibdYUxUFWrNOQ+lA+hx3TzpNzwmEwKZKVJeTImh3RYOhTx9gYokpkC73KLPKCjsgCjyWzxtKQ7Pj2D7A9UkH7X/h2HED+DdsDD2T+8q8oFbFVV7QVCkPlY/uqKL/PCnq45VoxrBmPXekjs3jfMZ+HImM0hJCwVrG+3mKMLexV/QCPQ1bjaDRm6cxJkUKaAtZkJ8Sp0FDjJKoBjrxOLpEOuU3ixCoAACAASURBVPTRVVBXpZma6qCZcxgAj8hdly6sIPvWNG6QeNYi+TKqYjUqYzkyq4BRgOexgDGlVEAjA2itEs2lW2o6RgpZgeKS4VrmQGqdC8iLw5g6J8xefVyKwRU8LRcSFUj2fRzkrfV4K/vZNAK2hIk79n3r2FbAa60pYFZJPEM5FqXkGKsUeOncKn2UAvgCS8daAayj0dKxthYIVrMnK2iMMdJ1aQD2lamW6ywNLKQs4KqojnK91j5ThrFdZXQrSbFq0CNmQ8v3gyox1mVcMrfe46kGEaDYua540c88wPs/vRBGvym33Cgt76/VCbqulOuqF6hyV/l9oSCLFHv/fnjS/oYfedEGe9YdW4vM1eev88FPH5X+GgsXnRt45mU70WQWwdNFRcqe1DmRapXFnul7Nucdh6aJ93yyhwQ3fhEObWtO3ZGxpsEYTWsMzo156uM0H/rcFgDPO9cwWt+BShmrEgsfmEfL4XlP7jv6LuBJ6KZBxyCMAAqnZOE7scJsjbWmc4m18RhypvfF2EsZGS5lmYwSTz9P8YHbyphYxWVjxc6R5X97+h5UipINl1o+8AM7hG2OGR9lsTsPgUO9lzFtGL5ecfqI//6KMzFGLPWtNbQtfO9VuyFnHtrcKgtd6EsP1aHtjr2zqfT8BI1OEWstbtSQtch9tVLEcg9bbWTBGwQUJKVIWqSqKQRZsEfpa8xSnSGQsVmeY6IUjaIS+fZENzSA1YaxtagSAq+1RIiolKQwoIordZS+2YTc5xkYF2ObGo0wmMdUucMKo1j/DWBQCeOwKlOkXLoVaFZmLi9vnKWMFGFnA6CqXLX09NU+x+owWmsnq4BwFRjysO8zy7m3gtgYpb8zp8TUe0IBTrJTcWDpjJHxzGXfg/dDtEEoxx+CSPv6cqy6sKGuspFNMzjDxgICq7tqSsVhVap+IlUu+5yUMCkoWXCPxAoca4z0Nyo1gOYKBKsJSts0tIVdzDkf09cYyvuJeV4nsugY8Uox7fvBxTSXSp+EvSdSkctO+55c+h1brfEFICrvcdbSFBnpzqZZymq1xmQx5elCGAB+LNd+iJEcpOhirBQ+fN9z75EpL/zAjRwujCUOrjx5p1zHBUjPU4IQUFqRCqvfWE1jJhitiTHQ+VgAeiLHRK806+W+bKylyZmQPD4nNnMgBum5HGEwaCbWsSM3aKOIOdIZ6KNnK80xOdGlnldcuJ9vPHsPWik+9uAmX3XiiexsGt77paM8etzyFSeu08eIt+I2+lCcQxRA1ofAOmNU1jTaMimAXWkwTUPwPclIgUehUSljUKgYUTGwFXr6sGDmZ3RZ9iuQZUyIODJOjbDAejthr2kx2UAqoE0pNuOChcrM1JyYO7oUaFKJTSOj0GznxKga6JU7cKzFRTbZhCeiVEOfA132uJRpUWzGjnnvQUu/57ZfMImaViv6lMnK0RiD0gadFWvK0ThHIpC1Y5E9Oie21VT65ukl1Spl0iLjiawxQpFpsIxoWT++/D++/T2341fQ37DdfEv5JteP48owriwChs9hwyBrrYuETvGZWzRPfFyLMZJ/2HVzcpaA8dHI0LaG8bgp7JsezGXqGkLrRt5mYPxyWbhIlVJiBY4FWAIyNTF6clbFbVMcPJ3LxdU1F9ayfmirgWmUno4KEuS9hC2TBdMq01jZqwqclr04eQB5lRU0RhiqR2IZQ5Axk6gDMb9ZunrWMPbla9WFhoDjJTspmy4sXhy+FwZM8ii7LovRiKY4lAporX2iMSYkSzoP4LlpDCHI/lV2rTKSIQgjLUB/ySxK1p88Lgu06gprGI3UAM6WBjZVgrsE3ZV9VYoi1610mxxTBfUpBUSiynDOt2ewWIjDadOYlb7NPLiJquKmqXUFw3Y4LyLZjSvFiiUwrZEhlQH2ngJmc3HVra9TI00kxkNkw/DYcyxfdf6Yj93pufQMw+c3Z7z/0+XaUUUuPlm9G3Nd6RYVQJYqdlW5hpXenGJcRCv37JPPaXj7v9nH3YcCm9PE5+89yre96TBEeNJZ8N3PWmfHWHHeKS2L0JOjyCtD6Gmsow9TFikT+gy5K2oDxym7LGx0Ik+1cOaJY3bvHBepnmIaAkR43qUjzjkxYUzDOadoDh89ynRrjjKZeYoCxHzAmQbTODaahonRZDzGOWZdxBmHQhg0YzRzn7DW0ceMU5GNSYu1IxprcQbmiw5tDG/8ntO5f2vGLV/quftQ5oVP2IAU8WUVvlAJnRMpG2IfcI3CGofSmjXX8OZvOoU3vPd+nrJnxPc8ew933NfzlAsnzIInB08XBbQbBSYlRo1Fk4Q9t46J0oQYWGsVawUoJKXwfSJmSN7jk7hsZi05oT5lVPBYpfApk7Uia0Xfexpr6ENExTRck23jiMbSKkWrDU4pRlYWW6q4dEqsR0KXvNcQAp7iQGuMjL3WTKwdWENra8+wGhg+WPYBhrKIDYUxW7lShflSxwbc2xU2srKF1e8pcywwtEXSupqlW4FhraeoEik0SE3L8+rrP3zLLJUXCXHp7LoO770YreQsPXQFnBtg3LZSJCiRIUUaIUxbYRUzoKOE1ZvqhJoKO1T6BJWRqBFV2TwE8PYhMJvPURW0Jrn3si79wIWJba3FtC0TJW6rIHJFCnurlOSaxiLHreALEJl3eU691qZdx5HtbXyRjc5TEsls6S3si9yznqemtnGkhHIOQqDrOmLOjNoWU1jCxlr2tK0cQ5QCTVZi9tQVkOqUuMF2XSdzMtJb54wR5hph3rXWmKYR99gYJdu1AOiuRMu86577OdwFSB17d67zo5efw5V7d+E0cq0pMZ5ykxaTioGeMmIEk6KAJ60ZGSf3sG3xOdL7nofinAxM+8hEGVoMTjnWtGbdNSxSxKuITz1HYkfMEHISXisprDIC1I1hJxNa5dhpe0iZ005dJ1oDKfPM/ROi73mg20I5i4oKqxrWshbDGWPZzHMmpiGoRJc80SogYVHMZzOIPR2ZWQrMU88idSQV2c4BpxVewSQKMN3RjFlXEyaqReWElJYkQmmOsPoH45SUOoKK5JBQ2hGTlzzarEEZRmokRVESLgUWBKyOeGU5TKRLPTlEYTGzsKETvQbZE/uenCPJWGbK0uQx1justrgc2FATbKMZtyPmuScTiWTmeLZyRwAW3RSbNSlDIGJxWGWwWBpGjGlYtw1Na0VVooQV1hi67Fn7/yNl9o+5ZfW3P+df2HYcQP4N21OvhIsvgps+m5eSODiW9Rh+qHbXRXqXANVw8+2Gx18WmE4DMQaapsFaWFtrGY1sARryMSwLFmELK4skJiZJ8oIGqaQt5jsg0qoqM6qAQ2SbS6dRAY3gixvrEgCumi8sHxfJZgW1VUZZ5YqrsRq1n7ECETXkY6oCiL8cMHofihSUITeybc0AGGNcMof1/ZaGM6sMoF0xm6kmOGlwLq1MYJVVivxD3r/vBZhWw6Haj+icLs6kaXBoVUVKFaMnJVUYyyWDupSmye8qS5ezLudLDUzhcswyfR/K2FVp63K/c2G6a8RJdbyVsasyXAoIZnidonSSbMaSW7nsOU1lDI415qnjWlnUCsiXp016ImthQ3ppc5Etu2HfKntd3WdXiwDVwbdpLC9/04P82ge32L0D5k3P9ffVSkRdUsOK/nS57QSOJEgKdPmaMvSxrtrRuyOnjeHuGbzxWzZ40tkNSWn+r98/wC++TzROz7lAydv0cP2D8DP7FSorpvNOeoM0KGXoY5C+OKXQSWJRol9n94ZFGceotVz/up18/LYFl54zZr2JLOYds66X8UyxYN3A7rFnHqYceABM1oxbR+MsJ4wdCsWoaaVvOUR8iRrIQdM6w/rIFWYuoZWhHY2YTIwYPKhEJONDogue7W4hit6Usc5hLOxZdzzp0Q1POSfS+znEhoBCpb70fhmcEyPplBVdjviY0Ubz5PNHvO+8R8l5R3HWiS1Z5cHdeacSh1KVIeXCwlhHSJnQB/q+I5E5Mssc2p6icsaHiCGT5eJDOUsoC/ba9xyVJkmTEhpNzJpmNGLkHGsh0DpLYw3KiJulSDYTSRcX5HrPKEUqhjcTYxiVRbq10stYL/IqI1UwRDKEIjFURdJYy4g1mL2CusFZdOWKTUqY4vq7VIDN0BdXAdLDPkVyzqjCnlX30woIH8mArALG4ftcs2SL3LJIO+eLBYskRkERyAWQaKB1Dm0MrXOklBgphbJWQJ/WEmdRGC5VnlsZLlvGuOyAnM/CUHY5k0qfaYzigJlyJhuzZHEL0G6cw45G0qtfmdQC3irDW8+P1CzzYKBUwXsKYegfjN4PcuA+Sd+j0RIRkkLgvsOH2HF0ryhTchYDmuJ+WwGddQ5VsiQrQBxpMaBxzhEnE/n8tJau7yFGFjFicx6kqh5hVkGAbFN6Ya3WRKUZWWEqa3FBleMAWNTjKgymMWZgKes4nrdrHfQcTOSrz97FlafsIqTMgdmcs8ctoRR1Z0FMWRpjGCkxW9FGse175nHO4cKitSV/eEOPWVMta6MRPniUNRzttthOPXPgYJihY8CoTGNb1tbWC1BK6CRRS0lp+qzYXPRYrVB+SiYTtQaj0TGjEzRJYdUI5VpRRilFnz0z3zGPGu0zcx9Y9Aui0fRRmNCenq40w3cqFpGEeEEoq3DKskePsMrgMrRoprnHaYsns507YvJ0+QgxdUQcqiqbcmakGlLKrOkxIQd0ynQ6sq1EltonUUNEAg2OEANjO8HlSOo8bUaihJTFaIch4VJLQ4R2hDOa1kzwzLnXwmgMPnsOJ892mMv9Ncv4nIgkLA0WhVMNG7ScYE5mpx0xsYZEoM0Kaxq2k8dnRS4931kp5oCJkVGGeZ5JfvAjzCfHt+Pb/8z2TwYgU0q8/vWv59Zbb6VpGn7yJ3+SM84445/q7f+XNq0Vn7kRbrlFceHlpfabCzuSxSBFmBG7lM8lWxYlI069eIurnrhgcxOaxjCZjEvshialarBSf14CoGW2XzENKLLUycQOTGPN3pOfRXqYkuT/CZso5jDSo2iKQcoyiLhKTSsokM9oPbyvMHpLQClAYAlU5TWEAVTFMKgavFQ5bf1bYZ2WwFNkqUvgJ+BkGQkhhW5VXletGLfIa6a0fN2+D+XvWQHMiuqKWRk0kfJW5lHTNKqwcqpIYgVk930q7GWQRUJcRlw4VxY+plS2sxxDBdjOSW9rXQ4qVVnhar5TiwK1V1IVtlCAXbV6l+iRkjfWqeJsKqyouO2aAfzLV1UkuPqYXkepxLMC4hiY5CrZrQUHSAMwrUBYXH1lnGquZT0eyXNUhakO5fEKlBlAau2PdS7T95HFIvFrHz4IMXF4uzStdMC64uoz4dGnw1v/DI4BkyrzpDMT3/VMw8vf4odM6S9btWfFo9cVV52reMtHI+/8s23OPmmMbRp+59NRVnPA1Gdxkw/w0svhCw/M+eIRw//5Zx2b9wIb8KEf2s3a+hgVM+ORQ+vMc994L3feCeeeZXj7S3fgfcesj5xxUmBzc5sjyZOCGKdkK+ZSOWTG2rCxvsbuxjBpW1I2jJ1l0c8xxrA97+VeVQGtEi4BaNLIErU8N4dIjpBsAZn9XK4zY5hYkZpJAUhLf2wOzLpA3vZk4yTIWkUUhlZ5NBmlHNYonIbGOtpWIgOca8Sx1ChZbOZMTpJrlmIioZn3AU3AB2EQG62Y+0gfAo0u7rCFBZL7KeN9j0GYIrQmx0Ai0SYBfCFDOx7jQCSuRhe2SWOMJYTiYNiKKqOCRG3FwbTKKYeA+hoQn+s8E+rETl/mh8GFlKUR7xB2r7UAp1UgVy+9FeBZ+x1RaqXYU+bZOlkWUKhWgMLwnBV28ZhNJpDhuavS1lD2P2aRt8eSkdjHyNz7AeBloFEKYy3OGKxztMYQUhKDnSLFdIVdzMiCEyV9bqkwYpU5tUrhS0REAOZZpK2hPJbUkrnVwKSCxaYRl9rCGpqVMRUZcR7GMyWRFOfy2qoAv76AvBQley8DPueBdYxV4lkKfrPForjqemE8rWXR9xhrOZw8076Xaw3YPRE5pyoOqXV8FQhrydKBs9Ma5z3KiFzces+6tai2JVDMh3Ie3FIBMU8qQHjbZ5722x/jS9tTXvukM3nlJacPwRgfO/AgGsUTT9+NDQGFyDdRir7vuPXoJp/c3OLrTtnH+sjxrFP38N+ecTmH+8RXnriT7fmCq/78eticceq+3bznKy6RorRSdClyMB5lpAzT5Gm9YV03tHbCrqYl+R6jYDv2dNkzS5H7F9vEHFmLhqgya+M1xjljSHRIzmqvtFxzfY/Thhx7Qk4ka1FZE7Mi+USLYs209CmjksanIKxfzgQ0ftEBiomS34ndS2ZBx0JFcUouBe/1dswidrTaYZRhpKHJhpyC9NoqubamOXLUbzJPErDy/7D35tHWZndd5+e3936Gc+99hxozVKAqIVOBkAESEjEJrQlCGNoVoYmiKEq3YDtgaytLaRdiixEw9LLRAEFwQhsQgSYaCDERTSIhJCSV4Q0ZqiqpqlRqfId77znnefbw6z9+ez/nvJVAR4PRJbXXuuu+7z3nPNPez3P2d3+/v+93SybICE7rs8fRq+KkI/hAIZtzK4mtRh6Oa3qESCQUQaI5Sw/JFhOc9jg5wBNw4jhQc3X1wxG+84CnEJnUnHFP8ykPa2HShM6FopGkifvmLePmYQY8PSPnOeBMWHEUOlYukEkEPMX1HJctUZWAZ1tjPDyOSQtHCua4amqCSSMROE4bVBNCRxKHRwgt2urR9um3T7Le/TuhfcYA5Otf/3rmeeYnfuIneOc738krXvEKXvWqV32mdv9ptXEUbn0mXHgXRlMXWxkHQIQzj89ce37FR97dgczw2C2v/PYtX/7CQAgDh4dDZZKEebYvycPDDpGO7Tax2TTHVYsutno3AyaHh0M1tGmGLYmUmmTTaiDb71ISm03EYhN8rfXrFillXSCmFGPaWp1k39u/90GjyTobuDBQ1OSouznXDnA+0mXVzGoasIQmaTWZJjhn4NtcSXd1kU0CqpWNaBOKGOsqvsgCZqGxpFajmJKBUWNPpUpmDSyKhOXYGqNm4Mukq30fKMUkq94LpfjK8jYA2oC2yTyNOd6xogbkcz3enQS5gTkDfbvaQcuXbFmQu200uXFjWJ3TmgMKzfG2OZ8aOPM0w6D9HE/nlFJBZjMnUrX9bjZxj1ndGSBZfmNgp6Qz0G3AszJgrv1dKoMri6S5zbXNqdfA6TQr77xjzV//sYs8+3M8f/4PnMWvMnkGRnj6mcL7T2w/N50ZcfMA/qLdXpXlplP+yss6o1qPMqzFavK2lbnsgFlhUj7wYeUDdwEF3jzB3Q87nnRj5g89B77vXqCHr3/RyN950hEO4YFj5aWvfNACWec6gK/AT79lwze95CwzcLw+4YHLhTs/Ytv94J2Z2+64yDVn7BBn4NzY411HPzpC3xOC56DzeNfR9T29h/Vmw5xsAeqh0wkvmTEpkpTsE92qJ0dl7IVtsos5xcy83SKqJOcYpKMTWPWeGU/JmePthrnWqTkx6aP3Qu8cw8EB3imSPC50+M6AgROHF60sZmVJDK+Qa82tS8oDKeFKpgistzND19v9CIhafqkTiOoo1dHQ1XDzHGecmGQPBe+81R6GgK9y0iF4pNZ9azVW6ZxJVztnwEecmdQc0BlbVp+7XZ3sN5MTYAEWzgYizbE1iNTMNTvXlrUIO1Bogg7dAbo9gCn7wLCCusb+7cdYtKfgJ32tPSP3wFLbv2L1jguohAUYNRZxO5l0jVJ2ktOUFrOVAhx0HavqILp/DG1BDd3lRWplYKUCwACLRNKeUbGWAbAE1Qfn0AqcBu/xYiY5/eEhrspcXTs32Ul2m9trSjbBj2pGRKUC4GbKEytLmep5F1VjNJ0jViOaxjIKxgzGUkiNsa19XVJiaDV8fW+mL/XfQwhc23UcDYOx4KpMUp1hK4PoS6HvOsR7Dpzb1bwWMxYrtS+l9kcIoVa37PIeW35lbsdfz+d1dzzAx6YrQORv33Y7f/YLPhsH/JPfuIvveMt7rW7bJT77MWf4ied/PuPQ47znzpNjXva6t4JmvufsB/nXL/wiRuAxo+OWsWM9n3BhPcEVqx285557ufcLn8ToOgZ6PMoN/gwHweTwxyUxp4njdMy96TITE2ekI2Dj/WgcQJTtFOnFs86J082EEzjoerZ5wueZ6KqMUgt9yriS6H0PDBQFKYmihXUprHNCS2VcFbwLKErUDVsis8BFJxSX6VE66RAyZ91IJJGlzhnUlAlzisSy5rhs2JKIokRMnHLGeVwpdJgp2OA6Vn7FNkWywJw2ZISP60yQANlyeVWhl44VK65lwOPx7iwrumW+4QbBuY6oiewsVmnLxEM6s0kF7zqmzYaimaYRUGCUQzp6ztExiHCmH1j5jrHb8rTV4ykS2Kg9y1Ucl9XqvHtxDCirDGfoLJVTTTYbFR7Op0RVHBcpeHoEjzK4nkLhqDtAEUbXkbItILo48Wh7tH067TMGIN/+9rfzghe8AIBnPvOZvOc97/lM7frTbvfc47hwX+KqJQYJdeYxcnx34vjuGWQDwC03Drz4d3dcd123TL5LEcaxY7VyxGiRB+YAakYoO8ClDINNQKFJAmOty7PJ3jCEBUzFGJf6QQNOAB1m0NOMYqgMpFbA0QCbW9giYAEw+xLVxijux1+IXC1LNdloA5zNtVQWNqttz2qW3AIojc3ThcnbGeHY5xqb1pjWeU4LEDKzGGPJ7Jp1FQDKcozOwTxHUpJ6jTI7UyFjhb33jKPVoLaIkgZ2jdX01SF3d97NrKYqqBYJrzGLjS3dvS+lQs5pyc20a68VsEkF7w2ENbAue0zvLq/S4lqaC6rJcSuhs8f+2jhKBaZpJ5NtixTjuG+8o8uxmllPWYBhq8U0oN36Z5cP2fdCTIqmTLEgQ5wUW18pNVOtZF72yo9y5b6Jt9wJ/+a2+8iX64mdKv/0r17Lc779Imzgnz20BtY2kz8UnvI44eEEf/qFwrBynFze8rWfo/zLdwMj/NWvFH7jQ3DLExx/9+eqiYQHzmCsplNuOBLOjQN//EuP+IYX1fNOmVIyCeEdd58sctbdvQ2HRxP3XznGa2E924o6Nyl8DHg8PPExg92/3UBRB2T6LjB2A2Pfk+Yt6pTjuXDlyhW8mhtuioXVwUDRREy2Ah0VYCRtE0EjmwJZquOhN5lhrBneMSczxRDBiYG7zgXGwx4pShboO880W5yFd4XgOlxvTJ13Bh5bBMacbaV/e3rClJTee7a51u14ZyYyYsBh7AK5ZMs5rFLQ7TzhgU4cs/O4Wh83AFKz/FbjwPlDuPbsWXuGLEBJ6WrNnHOy5Na1mr7G1jU5ZlFdYgmowCNgYCVUJm0BfBW4LOR0/ZzW51Uzc2nyy0U+uoyB3b3RAOVyM7a/fRJAuL8fxUDQ3rBaiPP2/G45hakU5hot0gxrSmXXtEpqvbeashAC5yvTuoC0KtNUtQm0V3Oydd4jKZnUru4re2/1eLYqR8x5Yc20nteq6+hFcHvGQc7t8gObPHgx1rGHF1MFd1rPTVWtprCCp6jmGCulMM2zmcuI1QiKWP2lK8XYvnoNXGWXi3MG7CpYFjFZ6aBKzJkZA8vtdxKTxooqo9mZW3SM91x35izXHR0t0liqTLnVIYY6PvYBcFsVDCGQK4Pb+hUxI592vHM1wtnWawwwx4gLgWffcAAuQUh81c03cN+VSzhVXnv/nZA29eE58dEHZn7pgQf5vddfT8oTb734cdANJGV6eMvX/Ie38ZoXPAshMksmS+Dmw0POXDdyfH/kOU95IjeP17GdJ6JGTsnMamYtfZWbFuBgPGRUz+mc6ejMSKcIcZo5xJHnLSl0zJrIArkIJ3mLV2XlR1baMcctKxG2xRxMJ4C4tbptBK+Z/8Ad/JjeyYM+8TJ/yNfKFyEyI3km4BHgyHnWeeZUEjEpM1scylSuIBLZlsIGyyE+CANZJg5doCCc8ePCMop4TsrGFjR1w4YExbFJMyMBsu3vnD/H+dxxQAclM/oVDs/MROcDMW/ZqM3FHnQnaDHVxBwFc2COeBy5ymI8PV5WHJaRc6HjwI2cD5brCOClZyYzaWECJvHGPvuCp2OlwqAjQRyn+ZRZzQDncolkCioOX3MhgwqjH+i852w3QlGC2KKiOltYMcdaQectHmEioZhfwnXyaAXbb2t7tAbyv1w7OTnh6GgXtOm9twlA+M0PYZomLly48Jk4vN+y/b2/P8B91NlItT5Wjz0m1/WFFvvqufPd8H/8jRP+3P86cbCCvod5tklgZ0ZxdJ2xSjHa/31NCgnByJCcqZLUZb60/ORs79nDcBXsQPM5gB2oaHOuVqq3YxB322zzgP3X9uYnV+3LmCyq7HbHPO1AzO5n73t3aXUh/Kq/t88biIU5QawAzQn0dZh4t/tMW9yv3//GQBYjiHM2daRiXSN1X30Hwe/qBw1cX729VkfY9tPqDRtg3H///jG098Vcmak66Rdsn8s+hEVe2s65XYO2v5ztPLSdMzsGuR1bqf0Qi10jsN/e1c+ULffcc9fyucY+t34BSEXxe8ewm3JbDh8V+Jusr1ra2yzcmI1c+NC9kbOHymFXjAgsMMdCmpSU4KR1UIYps9tZBxc+cgkmqc4gddC4Ap3yR56tvOP98CtvcxzqzD97s/CejziQDJfgu39abUb+65kv+Rzb74ueCrc8Ht7zIXjKzcL68jHvvWwOqDnZbuZUr6vANaqsrofNA/C8J8JpgacfQZcyb/71U8YBepTDofAPvww+dhmuO4I7717T9zB6GJxtc6uwzRi7qhCc7We9tVSSrDbBHEbo7BTNrNnZ+Ij1nh47k8H2HkZnT5Zttj6d6xgUb32PQjVD5XCwbRwcANHGQsHGyZTUDGm9baPRbsHBKlQjF7V94OpnBdJs3eGdycKiQtdDr1BV4QyDxG1bRgAAIABJREFUnZ9jJ3+sQ2cJdg9e+NhH7zSGqILENnGnAsRF3lmBXKs7axLUxgIukEXbwplbIisW0Lcfz1Df6yootHvKLaN9nzWkHrPubW//rlBYzFlk7297N9BuG/Xzi4Q21/pWtSiMopYL2OSOuV2byiiqqhUdVBarqC7q7Wa2sjx46v5S3Z/1u7F+FMU7u3d9CMYA1+s5hGBMbgVtza30kl1YA+21pnE/97CxiZO5dpGBdWxmYvbsrSXVuGBj0NXnmhdLg2kxryp2L/h6KsszzNv78JUBduYP4LQubpSI80LoBoKzsTO63q6jeDb2xMKqwRytgtJVqv0jd9xhdajOjGwQWWS8pTKJro6LtsBAlaKmKi8tdTw019asarAiJ5zzRE3MGimY5Nd+R37gi3rujz1P6o759bvfQZCeF65m3rzaVPQFlJl5voPb7rsLT+DxOnPducBDD20Ax/qhy9x2//s463qkgENYE/nOz+m5eMsZgn+In/3o63DqoEZdpHmiKwbknevImkELKwmc6BYvgQlHKhNOPKLFnEkZASGpLU5sRUiaGMUAeiZxKB3FKSpwXAyqFFGKZl51/YNcHFkil/5VPOZJ97yNTCSXTEGZpeDEaiRFCw5H1EKo33WdSF2otH58sF5PgC276F/P1XMEX2BU6NShOE6pix8684DWsYklOolAKjZqBmfnO4qas6mYr1spcMYNOFF6+ur0mwji2QLOB05FyVroBToJaI4cygEBx6lmPAUVz8fKxKyR4/mUy3f9ComZQqnetoFDBiIJh8MXQV2p97bVZ4cwkojmDo7l1/bO1+fdgGqq0vNA0lLv48KkmUk6bvY3899Ku/XWW/9rH8Kj7T+xfcYA5NHREaenp8v/S5V9/FZtGIb/JgbVM57xMX7yZ9pTPWLfesBSQdF+6qxs6Hj+l1zHF31hDf6uNYF97xeWBxro29UNtkiHFmTfJKT7zFwLdm+S01YPZwzZTgrZahyh1dpR99nYxt02a1nKEjfRGMmdaU6pzGRzRN0Zrdh+3SeA0quBSnOHtX83d9ad8Y8FULf3DENd7a5s6f4+SjHn0Hlu2Za5/ki9LvvnE6rMs7kZunpcjWF0e9cNWvZlk3s14xgDiq7OdZXGYMYY7QsnmeS0XRuTkNYJYHWUXez267m3uk1jbKksJVXG25xupTKdzVI+1XFBZRPdIk81h9XdNRcRbnv3b/DEJ94C2Jee9a+NUYuIqRNmt6tdbPWlDRiLOKZpRgR+6ddO+fYfu8TveUrgb/zJs2znwl/7kQf5yV+boc/82+94HI89K5ysT9nGggmlEv/8j2f+5b/dcuvTBk7Wnu//12sY4a99NfyN/7fOHNsNga0Y/OUv99x+X+LnPgxQWAd4zwfUnlgeQ1gNnavw5g/DP/m2Q8Yu8KrXXuRJj/E8/3edI1PHrhfLICxKcEqcEtuiTDHxj74+E/oOpDD4jsEHM8/wNew9Zwqeceh5bleZWxHWMXKymZCU8J3JItcxklM0YB48q9DjUA6PVibnwiHeauv64GqgeqDvO4p9uzOnzDzNXJ63kI2FumG0ur+ht8liUPCu4Lxn1sqqBcdcFC8WTbFkmDnHnAtd1xG8M0MRBJzJ3r0Tckwo1TzFOXuOFaUXQbwZ1uDsGo5dh6hlWPZVyo2zurMWmVC3YOPee95/4QK3Pv3pBirr3xuYa1l8+2wg1PB23ZN17gHD1kplgpb1qUdIRpe/qy7PM7gaELb4irbv0o7htwCF2s5t2bwxfrlYnVYqZlijqmxTMoDYZJfVnKbvOrRKOmEnvy31OFOV4Ppag6d15WiuWYqugkVpEspaZxmc1Xl3FRC6Jt2tUlYaEBdB66pYe+apGgs5TdPCaM6lsK2ASVWNuWwMbL0WUh/esfZbm8yH2gdSr0lf6yO1jotQ+8vX8xm9rwsOfnm94lCcmrTV177pqmy0D2FxyRWA5sa6t0q5xIfUvn3/hQs87elPNxOp9vfaRwuz2+SnsER8NNfWWPsqzbMBSOeYYsSlxKyKttKCODOnhOvN4mW7XQNmVPW0CvRVDN5e8A/xZ599llnhh/7jBQhw09kn8lmrFQNC1MhPX9/zx379Nj5y9yW+6GnnedL1NzNR2OhE53tWONbrDb92zz188XU38nnXXGuKg2Iqpq4I+EBJsxXheMvQ7H3HZ1eJvJZsclQ3MFHIKaLAOe+ZVfE+GKOHrf0lEidly3vlLh6rhzzAMX+PewH43QLfqF/IxfJgvWF399P3PfaEZyh8XbgVkcJMZPCjPSfV7muHcpK29C6wLYlC5LQkmydpsHsnJkbXIdox0OF8TxJbzIga0eqQP0umU6EQ8VQfARwrPFEiE2a0I6xY4SlBOIOwCoGUZw66I041oQRETTZ9gIBmPI7zcsCEMpVIh2fWzDZHTtkwlWy1lJrxLjNIxyED3gkpJz5632/w9Md8PltiXSQSAoFEREtmcH5Z7HI4QjdY3bEW7PHrmFK0d4hjlA6Pp2jiSAYSwiiOsetxXikI12jm1if/159f/3fT9P//Lf+9tc8YgHz2s5/NG9/4Rl760pfyzne+k6c+9amfqV1/2u35X5xgCDANoBVA+gy5RSpknvM8z9e+7IQg13PttY6XfbWrphbNoVKYpkTXub06QlcnUiYJ6jpPSnlPqlmtx2Nc5KAhmAPcvpR0B7J2wM9q1lqExc7QpUkRndvJJndg094TY7nKeKbVFzVH1l3+2X7+YJvkNXax1TAaHdrMaEweSX34mbNs3wsHB8NuUqlNJsWyXbsGqdbgtfNsALmvdZw7I5oGmAzAQzOYaZLRdv1atqK51JoE16TAvspjLfoDCtPUag0T3ms9J7/UBNr2O8bR781jTcoVYzPe0eocWxYG1ExqGvucWa/zws42cNd1ruaE2iLE7ofaRzUvr5jM1PI1d7Ladv1N7trtXWuT+RrodaSky4q6OBAKU0zcdX/mZf/nx2CGD9xbuP/Kmtf86iUItcOd8tpf+zhf+awjOq+4DKdxZujgphtW/NGv7DnqCr/vbx/DBojC3/oX9mWHpEbjUGfo/Ju3F265BltWzsqHTiE8FtJFabN7u7ztcwK4wjf91EOc3g1v/HDhmjMP8qJbAw/NgfWUuf5MIZdkMRUoR11g6Dt8OEfwwkFz4Bt6NEOouZWrseP4ZMN23vLQpS3bzYaMsq0TQJznaPQcusC5YWA4c2TB56pk1+IYMBAmwRiRkpniTBLHJkWmaW0MVYaVFg4PBs54QYeB9TZSUkGlsJ4UFwJBlMF5gpoTph97VISVE3IyqrGOOIuEqJKBJEKm1geLElzAKQyrntXQMeWMF1frBS2KQLFoliS2uNFMZkJvMkpXHTWbcYpUFms/H7Gr7pPtGbXkHcLCLrXWQOh+uHpjH3d3FYscoMnrG9O3DwqvYgnr/xeWst1kdVvtGBaI2sBPBUuNdVPM2CRhcQqNZZznGanALWGyX3HOpKAVNDVDljRNbLZbC5mv78k5G+tVr9+c0lJzWFRN+yLCQd8zdN0i4/CVFXOuBo/Xe7s0l9IKahrzqZVVjPuy11LD7ts1r+/xlS2em/yi7iuqMogwzybN66qr7RjMRK5TcwHusVrJgi1kNMkyzpxxG/gvpSyZjSq7BcZc+6tzu8iQxlTv96urstmWRxnqtWgOvQvYrfdsrufZxoOqscBUkFpUKWZYYM6+VRa0yZmC1YqGUohacH1H3KyZNxtc33MK5JMTUjFGb4vgNhNeC4nEgXSIOAbxJDJZE9/34Q/xi++9z06mq/RsdHzrG9/B333B72JE+Bf3fYQnnz3Ddz/rCXTPvhm0sJXEH3vb29k8tOGrn3wTL37sjfzFN70LovAL/iH+wQs/n2vH3hyhnWMWhbgBEUK2eIrOrSyORzxTZbZWCFtm0ImvC78KTOAc31Vu5U28n9vJfAigwJfheZ3mSsfWG6h21ltmeIbczhd38NZ6A16v8GClCt8FvJzEcdrgcVyer3BaNojWOmpNdCXTyVjJy4HrOaR4M9gRLRQ/MlMQDxu2pLKmoHQEosIgJjalRHoZgRUdlsk9BseB61ASTjwRR1RbRrJv/cKmKEf+iJAFn8CTcBJYa+aUxJZMQnlIT9mS0BLp3IhXZUTIkllJTycdPeYW6+sFKjmhIkQpHLNlIAAO0YySrNRfzIholMCMIHhChKAep55Ruqr0WFEEQm9OyQUhi32fDw7mknFSvxVKoa8RcY+2R9t/bvuMAciXvOQlvPnNb+blL385qsp3f/d3f6Z2/Wm3Zz3zLD/5TyP/0x/KkOpEJwg/9iOeL/xdwpkzPddeO/LBDz7I537uSKsns0m7TWPM6MZYMIt1aIya1fPNc9mTgNacsrgzKbHojh1INFaqbbeZuGgFBtR92nttZXnHUMJOmmUApNRjKZURLLtJWSnsO7OqNrCpS+2lfRfrwqyV0iZdsW675VQ2QEo9n7C3P5ZYCzMbSsyzLsDZ5hy+1iRe7chqMlpZmL4Gjhpw3jGpLe+yOuyJgVXLV2zbbKDfgLtzBi5bbWTftylpWyBokQZ+qcs0d1jbv5HsurjOxmiMGBTm2cbIZmP7MddTx2rVX8Ugt36xz5pBTmNb24/9zY7TeWcysNCY03Zuwjxb/V9Re71oZrNJIJ6hq1EepfDjv3zChQ+c8sCxRST/hzsizLU+JwmvedfWtGeNEjh0PO/Wnk2c2E7K2Ftt6RA83/bDl3jrB4EO/HVKnjCjCF1O0Vol8FF4z+3CX/k25V0PF7YFvvdrjzgYR772FQ82txNe8iy4OMOdW/iGp8G5w8Rp0mVWud3CWz4U+duviVDgW1/k+LrfdwNnhsD2dOJw1RFLzWlLFo/SDR2bact2njmdM6cn68oS2LhcoRwdHdIHz8HqgDF0zCUbUyYe8yhVA4/eAs1LSUQtkJRUMnHekueJ5ANTsbjKzlcJksBxKqStsb59SRwOnr4LhGEANVflkq1WmVo7aJEGkCu7JQJdva4djmF1YODE18UZNamV5GLxGxW0iPe4Jt0Dc+/sOjrnFldPEZMUNqDRTFkcLCAAKrNYtzuEYKCnPTDYAbM2kd9/Li31j3t/35eO7i/2Sr3nFlC5BwrbSo7be3873sZQfqIBWCLWWsRYzP2zAbKYs7FiFYCKs/o8Vwoe+0JdT9OSqaiV5QvOLZmGoTKXRWucSAUwfa1XaHENq763z1UAFuo1dyKkeTbXU9UlX3Cq8S/NsbQxignQaCxSC5dHzOK/XfvFhEjbwkzjbew9oTLTfdcRRBZQHM6cIXSdAUPndrWD7VyryqhFoSzP5vrTZLxaj6d91tcxFuoY8HuAP1Y33dRqN+v5uHa9MTaxqC5srnPm5NrqT1Pty1LHb2nRLe06VFdbnOV8as7mn1cyMUXWMdoCgmbcaQa1GsxxhqwzopYzahXGVpc3irCtAG2KM0UcHXB5W/jF9z7A8kCMBaSKlVPiL779zVYpk+BNeP7RWeXVz3sug8Iv3P8RNvcWIPDz7/s4P3/vfbWeW0Fn7oprzgePZFtY7UMgh8KRr1maXUBF2RZTIJymiXfyUToCk0a+Vz68u3G2hb/u3rtH0dtuXlcXiSsyYrGUdXZDvMpdhAKPz/CH8408JBt+jONlsx/XB0nMjAz09JyTI9QHVBJBBhAs1sf0JKwlk0k4DVWyalLlXgcURy+BwQVC6AhOTC6aC1FnkL7WyNo9dZozc5lZqa/QrXCIN4dZFEdgzcTlvMZp4kqZCDg6tyJqokipJfs9Ko4VAefsOW0sP3gCW52YNDFIh6gw6YTDkXJkkECaCyRHJwHEk4vjIHQEetQpilr9sxOk6LIYAkLoqsQbQSUQakWpVwVMSq1S63uxmssArH4nUmb/JdujNZD/5Zpzju/6ru/6TO3ut7WVUnjWrZH/+Hr4oR8JzFH5iq/s+f3/w8DRUcD7zkw5kpmWDINb2DljgWSRZLbYCDN30cowGdBMyYLku07wvuPgoFtyBpsZi7FSj5w+7SZjO/axsXz1XdJYw8oQlCZb0sX8xiSQbnFoNfAaFtmnAcayTDZa3WQDY3bOxhSEIAuwM2DTJKUWkVGKsN0mzCSnLIxlSoVh8NUN1VWJr1ZwJsSo1YXWfvo+sDOOaedKlX7qAuoW5qMCUKh5c5lqUMQS4WHnzh5w30l4rb50B86NZW3XYL8fbP+np1PtN6HFXDQWerXyiFiBvjGty3SZlMzhslS5johHsX4o1Qio1PEVFvDrl+OxCXcil8xmno2kE8jJzNFLUcq28O/fc8rLX/EQoNz6FM8TDuArnrfif/vB+yCLyUu9Y0meF6tl5CxW9FeAA+FbvhjKVLjusWc4Wg1cOl6z3Wy4+9KGt36oTYzgxgG+9LnKv3gfcLmO37Pwf3wF/M2fKXC6XAJuv1/4+98w2gS2d3z0/uNa+Al4+DNfdUTwoJq596HM6Sbyyq/y/KNfyXzuIXz9i67h//75E5iMJfmXH8r8wRclTtWiDtZqE0jNifVmImUzNlpPkW7oONN7+nMHHHRDHWeesQ9mXFUEFccmz2hMuNDhXLF6HlXoOlLKpGyFsCenJ8QsJhfrPX0w9mXUQswGeo8OR3xVF4zeIc6TSwVGzkGxsRlTXBaUighO4Ww/2Hh0jlbwq3sRNEWrWYq4hUVqYMa7UB1/3Q7TPwJkhepi2eR+7b3NrAZskn+V3HQPYLaf2rV23evPJ7CEdWWtsUatuXpztzWH3RJLff03AYX7i2a2yJXIxQxfGkhMMVq9YAUebT9OWhSJoPPMNM/kEJiocS2wuHY2x09XWbA+BNuXc/RVV68iBoZEGL23/t6/fjWSA+eIImxzNgYxRqYY6dUyC0XEZKViLqqxusoKVQJbr1UHS+xGEJMAx5x35kW1bxtrFyrIaNmQS8B97XPfmOD6ndbqRff7QB9x/duYyKUseZD7hkMl591iQuvHevy5mvJMdWzvg/Cu721bjUltCxn1PQsjXbcjVOaxAtTm+hpTMkOfKpelFCQn1nFmmxOneUtCmNWkyL3Y+zzCTKKQ8dIxIahuSGVLLyb3nONscbUxcllhUEfpOsR5enFs08yDTMAV+IQJfeXCr7SAmQrpT4S/cOFtfMHqbIWntRhaPIbLbCHimbfcwIuvuwnvPEmUWBLbYgtPD+qGTKLMmUjh/5nfyhvLI3b/yJWawK5aZ/8GbMxjbB3OzkV7b079MYFLsua8nOF/kcBD5ZgncyPOQydHFDwqBbyn5I0BLRyC4rXgxBEYKCoccIBzntE5tmWi8x4tVkdZUGYnzCUzFAg4Qslc486aAksCUpxJdSmsyymnGlEyG6xeVqQnSSFQCCXTUXB0nGFV73tbFJpyJJM51bxcBodFEvXAKB2DC4iuGF1HKI6Vc4y+Q7Wgnd1TOp7y1POPXfJ+LV/ZnuWTFjrNeDqc1MVMpHoUCIEO81zNRM0MIhRNJNnV3GZgk2OrK0ApfJbbX1Z7tD3a/tPbozZMn0ITscn+zTcPvOJvweFhzzj2zHNimmylt+vM8GYYQpUpmvNnA0IpZaYpLiYoBiwL2609bS3/z3P2bF9Bk4XxGmCyHMAGAnfyzAYcdC9c3iY7Fs/gl0lczgYqp6lmaZUmpTQgZqDPV3Bpk/KUWJjUXbxHqiDY9m0gz77gTAJpQHeeqcDYJh4tB07VWMAmIW0gzX5ctY2XmhspFVzmhVkcx8be7hjUVj9pn6EyvJZfaCDdLy635hhLPd4dQ+mcY7XaOdROU679m43N6fxu0l7KHqivE5zJsi63U6r1Nrb/vg+sVg4RA8IiLBEitpBuq7d2XQpFdxM0oaBYv1ufUSfhNlbwLZMRSpUSzzFaTlpWjrcTV042BOeq06JNYksu3HtZec9Htvzoay7BfAoeLnwALnRwOm8gVvCoVLawTtWl/u2iwGOA+xXmwg++tvCDvxD5gW9Zs/LmJH/Hx5UP3Iu5x9TJxOedhS9/DjzuRnjla6F90z75Bvi+Pwx/6WcxYBngiY8ZOTocLUOvKE+5sfB1z9/yU3fAn3iKfTlmHD/8mjWveZt95of+9LX8wB8SpgQnMfOFtyo/eRswwx99hmezmQkUTuNMQa0uUkxut1oNHPiO668NDN6BOCQVy9ebE9llNmk2JrxzlGJOpuIdofNM07wYnlw+PmYqBvDGYLWEq1XHgRyQcmIQZRx6Qt8jzow8QuispipnEIc6W8BxIvQuGIATk+S50FgsYZpn5mzMZyqFvqtB9N5kg6vOJIPOe/quWwiEVhfX/u0bKKysziKJtwG61NgBC3PT/g0swIDKFu3PPbPu1ZfpztCm1Zu1kPgFFO4B2PYM3geGnwygLPuqgDDlbDmBanLMeZoW45koxpi2MHpUF6ZpLoXS2NNSkJzpK5vpvEl5e+cIpVh0CoD3VpMnu3rnznuG5pZKJWdSYqpAfJ0Sabtd7tnmXjovC3QWet95z7a6polzCxMnNd6jMUuxPk36Kp3tnKOv+x/7ni4Ek5HW3772p6/vb9f7qoUAdosFj7zu++vti5tzvb6tljyXnZtsNmnKbrsVaHtvuZTkbPWDta9dZUG7ytJSr7eK8PGTLf/8A/fyjPNHvOSW6+hEFkBf6jE0A6aSM4kKpFNimzP3TZc5d3xMzokcZ47jxFYza43LokQnMIrVUw7imTEX0stkHGYuk+PMlWmLSmCrhalKFA9lICA48fQUksDMzBUHsawp4tCsuBw55z0v/Nzz/Ps7L8HGQV0gxIm5a81VliFq0lZ1nNytvIWNLehJzyLdOJvhRgUpfPNn3ciH4kXW0zGFQq8ds9gCogAzCS8Gpt8IV1s6lL2fhl33AaI84nejtVrzj/hd33dezrPC06ty3nWcEBmkY66MaaceVyKHMhJkpIhFQimZUXpOJYKaK/qsSo+wkp6xCL2MTAq9b3WcmVQil8opHselfJm1RnoRkEAsMwPO5K3iGBnAOaa8pXcZr8JcZiKBjTgG78jZDJHOZc/gVxz5kZ5A5zucKkfdCDkziSLB4xSKs++KUP/tnae4qlQGOkyOW9TUIi701RTP4ygcSG8GQzWDPHsBzWSBqcwoE0ULE0qUwig9vfjFLuCQgVE61At4u17eB87waPttbb8DCd1HAeSn0ESEg4MDDg9HQFmvE5cvb+h7x8HBUBmoZmDSas0M5MxzRqRFKRjQW69jlUx6Dg48XTfW2A5qDaRZELR6uZ0cU2kGLk3Cum8A470iEirzZvtWbbJK4xZy1iUOxMx6mvTV9t2MVVQzIZixTwOGFpFh4GUYqtwRk3q28waT+jVG1sBirFmDspxrW/wyBpQKcFMFdbtjNIbWIeIqmM170RRUaWuV7HUmN7VtKjnHWutp9aUtE9EMbPYNh0oF9/bZvg90ndWahhAq+CzEGNluCzGmCup02b5zMI4dR0djPa/KztRYk5yTSZpdO9dirphqsRyhRmN03lNKZaVRvPM2Box+qRlomXkzW0SMs+vfvs1zUfrgTaqWHR+6J/Ljv3DKF39B4MXPXDHHxEcemnjxd9wDBc5fK9VSE6tnRLn/eDZdZQN+KpjDS4FrChwr5x+v/MM/tuIP/sgGHqg3ijre+DZFvXJlC6+/wMIWtsmGH62c+POfCC9/LnzgMnzz84Sbrltx800jr/1Ljte99Qqfd0vg8TcOrOOMbEt1DXT8id+/4puSMowrfBcoOfGaD2J0UII/9eqH+cW/dg0rCi5nPvemnn/8LZnTTeG6w8zF7QmrvmMYOwbf04vivIDzRLXJe5wjl7Ny0Hl6EfrB0w09qQgxZaRkJCsxJ5IzVndzfIKo0B+MUBKrvuN8NzLpzpBo7AeCFzoZTJ7XdzWuweRFgTqZ7zp8b1EBbUzGkshFCRgjLNkkj50IQ39g7FHXLQYqmvPCdLnKrPiWVVfbYnbT2D572BkLqbvaZ/bA4D6AaEBwAZj77NMeCGn7WhZGlueE+y3Zwv2me79Vra6v5ExWZW6/a51nrsxiy1X0GKicYlyMeqLuZGBBZIkDkRBwwWxtXbH73nlPUqs1dL7mbDpnhkYVqOSUdmAUOI2RzcmJcUZqdXdzdSwNzlGqRLaduS0KBHKMi2wzl0LX92xLQUKw46wS4x4zVHLOcTiOdM4tLqp9ZQ+XxYEqC7UnyK5/PqE/uRoUPvL1liPZ+qEBNWAxDCqlLBEkCkuNo2BmNzFntAJ7dZaf14gt7z1dk0aX6jZZFyNCfdi7WkP68l94J++8/zI4eO2XP4vn3nQNqPIT7/8473rwEt/wtMdy05mROE2Le+162jLHLZscuRDvg4fPIA4OfUeJM2MF4bPA8XRCLpmAsM4zHjglUjBmMRM5wLGSwEhP3x9wvfPEFNmWLVEy6yC4YIY5Ls1cmjOK1UnnOJFzQghsVfiGxz2JP/4EU9J84OSUn/r4fXz4zmNTfkiAg8B3Puvz+M73vBeuRLhZwSX4aLZnHworhWftOvEt+j6eP91UBZ6FrShxUDJKlJmoM1OayMLVDOK+RFXgKRleWq7h1VxkvT9I/N6/f7OZpMINwAMKvxv7qtlI5IADznWHzGQKMz1Cqk61WxGK65my0tnqKL30jLriUA7ZaiJny0Td6pqNmjlVYc1MwVc/A08hEFCETMER6EQ48D1RC971ZI0Ef8BAIGjBC5wJK0YZGLsVLmP5tSlx4Ho0KKcl0w+Dje9ioM65YMqgrsPhOaLJ5oOpu5xHRejFwK8pBGzOE8Tk1b14Jk2ozqg0Nb6j6AYVZ8xjtpr2QzFX4QM34qRjkJ62LOiwtd9EXlRLXjwZV6tOPInCat/R6NH2aPvPaI8CyE+hDcPANCknJxNdJ4xjj3MmNWvyzyYdZK9+TtUm3dOUq1mL1ZKcOTPQdX11MTUwuN0aCBDZ1bw1hnHfUAeg1VUakASw+r72Xd9yGY3lKrVWj1pnt3M2tddzBb6yfNaALgvzZrXe1Jw6AAAgAElEQVSHzUDGmDnbRzOoaWYydUIWjE2x2kKWfRkolkWKa69ZTeiuPrFlr1VWo7KK7bhACcGcSE2OJog0ljAwDH5hN1sIdoxNIttcX0s9ppZ5KYSwy7iMMTNNWo1vZnK2a2jyU1/ljHZONjez7dkiurF/7VrkXOunys4J0DkI3jH0YVlYUM206WQmmyMvmHFHttVJ56E0uS9Vbhgz05z52betueaM54W3DqSUyTlzOk18zd/9KOXhiR9+g/DT3/EYnvq4wK/fvoEisA1ceiDzJU8f+ZNfdZ5f+fUTfvgNJ3zo9gKrbCveSfZW1pTvebnZqX/OOc96veFpR/AbrXxnVfjVh+Gue6B61u9aHZu/eEH55hcHbugHvvmlHR97OPON//AYNqd8+8sSX/L0wO99dmVrUXxRXNcR8Kw6kzOpKIInZWWeIl/5NPjX1eSPU3j3nRc5vwJ1yuDgqBPGcz1HqxXnak2xRnNIjOLIxXNw1BNy4uzKam62MYGawU3Mip8SoS46xFzsfo6Z1AcG5zg8WNGHHkqhCAjCeDiyEsEFkykFhJKsbitRQZpW4JIL22y1lCEEtBhgHgerPxycWybZwfurMg+vAmUVFBICrfarAbsGqPadSNPStVVlUFlC47m5avsNvH1C+xRAYV/jIz4ZMNz/S6uPa66gzdV0Lsaux2pmEksxc5QqE5WcSTGafNOZWY1UANxVgOcr+MM5JGcDk3UlKjnHUNnZvl5DVWVw5q7ZWMFtSpxOE0FqgH0pVueaM6kUOhF6DFBlVZJzJpfUmmcrYuBJLVLDibHUQ92/PzxkVXM2hxrnsdQXhrCY5TR5r9u7zvv9cFX3XNVVV7/+Sftjb3ywxwy395faP3NKJturzO3+9ouzaJVUWUfF4h9cvd699/yrDz7A4IWveOJ1xvbCzjypMo6xFKb6nXhlO/PS17yD29czg1coM3jhwqXL/OMPfJi74ylvuus+yPCj99zGa5/3bNYlMwchqOLSDLkQgmdKl7m8ucKJQGRL0ojD1xK+VF1kAys8g3hG6TnTHTJ0AysJbNOWECyuwSFEZo7LlqhrCMJGHSdTpEyZqWz45Qce5Jd+4wTE8a3PvIVnnBk5DAdoNzCidAX++UfuYquFl990M//7k67lW+76VVNodIXvfd4TGeWUv3DrY/j+B26HJ2A36A0ePhrpPfz5Jz+F75UPLiziR/QKt+QDEhti8FxOE3lOnOrEz2Drg/9jtpiL1v5AgJ9tN2Vd+Hpu6Lns4t4geMSg2h88bcDVY/hz3MT12iFqjOoGRVRJOC7qKZpnPA5xPcJAL54+W03padlyqphBDhFhgyODZByOos2cxtsz13nO0MjSjFcHxRxPg+uJZFYy4F2gU0dwnlDsu7RXD07RMRCy5ZJ23iFByQpuGDhyvcWVYM9SLwMJpZeOmcSAMmuyXMiasemlECnEnAhdz4bZIppwFLWF8JizOVy7Qu8CBTVnbvF4bK4halEc4m3u1DkzyQlikSPUc+4RPGJ5wEBBLQIEj5dAqVJbXXjoR9tvS1N4tAby0fZJm6rW0PmuMoKlmsW0GsNm8mJgIEaTibaohnHs6Lq+soRCi8XYbDLNgXWRD3mpctbGuO0YRPsuLgv71uonG+PWguvBXjfWz+GcX8CXSWsBdHF3tYiMUpm69v7GSMI0zcSYF6a17419axEizrl6faTW7TXWTZecS2s7MyGTutqkqvkgGNBtDGusUtodeLY6StvHMOyiJxqYSykxTXEBto0JbgvwdkwN+JZFxhtjrsY2di0a0O66sNQ6ttdLsdqDkq3vc1Gc6AIe1bIYFpltqExAW2Ro39VJlRxrNUWyvhEnpDKbOYoKrp5DyglB2cxWL2cMU8SJkkria/7OvVz4QAQcz7l15Cf+8mPMBCQFSsQkPyKk4nj1ayZe8+7LdudLhFR483tm3vzAMX/na/YGfcLqHJOaa6p1H+tjOBuU/+ttmTe8CzhkkSn9hZco3/8Odjlm9TMMu39f/1mwGnv+1RvW/OhtyngN8BBQ4Ad/ZeLLvuCQVBSnxjYcDAHFUbKymTKxTBbi7Tq2x1c4XsNXfxFcuAK3fxC4GX7pffDNLxh4zLmRiOC6gXme8CLMU0a9yYHGw5EwDlY/lTJRYRuttmUQj3TC2I9sYmHKiRgtSNJiEzr6w86yHYGV93R9Z0xyAwdVOpyy4rA4BKkTZWOPhEPnCN6ZJDIEvAg+hKWe66qvpMqCNdUY7ADYUmdW2a7WiurOEIdKLrid+/IngMI9FvE3k4/yiH9/KqBwH7i21moRY4xEVTbzTKzmJlSA2IByihGp1y9j0QNFBNZrtJmj7J0TwKx2/1GBZlcdTsHY2FiNZqZsCy4nm42B+L3ncajXvSuFznvLbSyFtdrCRq41dM1kJ4mwFWHsOhQ46MzxeKzs8FhzFzvvGbpukb36+px4ZFXSvjvt8rdH/v9TAIWf8NreexbW+BHb1lpbmStgjBXQi+UNmeNpldT6ECjZSg3aMeecF4ddJ1Jr8q1Pv/tXP8z3vtMMWr7neU/ljzz98VY210BmleDmUhb56t986/u4/cp9UArTgXDDec+5oHzne97KlcvJFrwooIUY4e7tZQqF9bRFijC5SA9IcRznyCyZ3ntWbqTTI4vWcY7BB/A9g/OkYs/o2cFpiazLmgenLRsicVIus7GauxQZxVGKcF13xMqNXCeeN5+e8ur33Q7qraYceNU7buf3PPkavv6zb+F7prdy/zYz3aZwYjzaL917N1/6uHN84zOu500XP86XX/d4VuI4JvK0c+d5/rnCf0zYM/xs4a8/8wmczCc8zMf4fcC/3VqnXgu8u3ycMx34FAjq6UPH62UiVxD4c03nWDv+dVU9uw8Sr+M6PMqX6gn/5pMNwP2B2cCjCt+WbmRE2TDj6RkYOCxK0mQmMgqzdEwirFNihZKZyBo5kMGyEJ2jC50JTTUhKogKiqdoh/NjlWs6PILDceAHBhwlb3Gu44wfoQ9sSkSwyYb3ziSldeFsEKshVFdl/ipkKXgsCmnWmUSqygB7hq/LhiCwlS2KsK11n64kJNgzHaxWPriOAYcTE82isHIHTBoZXc+me5gn+Ovrs7Y9w2q9rzhyZWgtZdRimDocsaYCFApoZitl2b7ZBdhKQCDjXSGT6LXgxP9OVFw+2n6b26MA8lNowzBUB81MShZAZ5JOv9Q6TtPEySmcnk44B8PQc3hoT2YRY9C221hX1nOVcTqGwaQHNsEqxGj7mWdZXD6hKY5aNEapUk6rD2wZiDvASK1vcahGVBMxUsFeWXISRTzD4LGojQbCCjlXl7vUJlMsJkCNlWw1kyaLNfYwRvA+L+C2FK3XqrGKhcayQqnH2PLHxNxAoeY2Cn3fVQDX6gB3RjUm9d2PraDWfbqr4jfMrCjTFrW7blejarEkLafR00yPzFAIYorVCddVBtTcTTU1jY+gBSQ4vMu2ouchZgcOYi42mdJCilbHmnMBp8RcUHXVpbMgkgk4cjSxjY23ZOKbYjVvluelOIGf/7UT/v5rTviDzx258DHFbuXM2z64ZpsSSiHpzA//qRt55c9f5EVPCtx1/yX+3i8eG8B75CTAwVNu8PyB52Z+9l1YMvMVdpOLoDz/c+ExK/ip2+ANv1Y/18z0BL7/7ZhbYGvVlvLbvxquP+P56APKi59zlqNVz4++cQ0Ztg/XQxd48WNhykqOkTid2oQzAN7Y/vXphs0E4iCUDZ0Tbrh+hC7wD/5o4Gdef8oP/fLML94OH11P/K2v9LggDNhiRz/0nDnjIZp1ei4KsdB7hwThcPDEYjl3p5MBee/qHeg82Qnn+p6pZEqyOrZhNSy1ZEFcxdJqQKEfzE4+BHrvlsy75mjZjGT8HlCjsi2tVq/d/Fp/N3DYYIVvgM+5ZaHlkzGF7fNub1+/FSjkN9vGI177ZOyWwCL5bkzV/Zcvc/bhh9mmtLBxrgITwSShsRqdTDVzcKqRCaV+Zp/lnFLioBoOqfdm9FKBRgPYkjPbaWLGwEyuzGLnHJ2YS6GqxWOEEKrdvVscaad55rRmOPo9kNf3PYMIQ2VVhwoK+1oH2XcdXkwCv4D+dm0/BZbwkX3xW/XDb9YXbRvN4KbsbUNgMQZqcSeNnW7sInv1i6WURf48ilD6ftlOqlKVGOOutlbVDInAsiutlsGYSmzx7B0PPghpDSK8//5LzJ9zgzmepsR2nkk5s9lsLC6lFN505QF+/PY7a21A4SlnlS993A28+l332kyZqpQ4r5xfCf/zLZ9FYoOjsJIOGTyr7GvteiYEGPsDgrd+PyuOnGfwHcc5UuJFjtVknpck4RU2ktGU6EPPiONAVjyeIzonJK9IP6B4Ui6EODMrvPrdd8A6gBcQA7cUeNMHH+bCYx/moVBsge2xDu7DXr8s/Lv5IXgecA5+We7gH1RsTIKvFUxuWuC5CreFu+1RK/BZoeebvH2fdK6jSIfgyB7+nR7z4ba6t8cmHgKndXjcLPBU4Of2aGeP0NPxdG7kFiLv5yJvuIqO3NugCkR4kVpYRhaH4kg6M+eJXrw9E+UA6TqGEhnFFitUZ3rfsUmFHA5MiZEzR3gGHIM7Qx96egK5zBZB5D2bbN+9vrmNikVc5K6jc57BdyCOoAGHULQsShbFkYqyxaTR5MRJmQlqzrRBvJWRIHgpiBOCM4B26M28xpulDc4LXlzN+4UjN5rqBGMPLZfXkbAInAgkLeZV5x3JKUWtvjapVusbg8ZopKCW7yuOKOaoakqESCeBUUI9FluozlI4gMpJGusIvQFoHIfu6kzdR9un2X4HIvJHAeSn0GKMtU6vAT9jv2JMnJzkXZxDBwcH/cLC5ZyrE2mh5S7a5/1iELPdNhZTl1q9nF0Ff7qATzNsEXKeFxBlTNkuDqPJWFs8hHNmWuNcVyWaJpW0L1HbbjOgsXonraDP0XWeg4NQZaiu1kEawGsyVGNgy169Iov0VUQJNUw5ZwOjKeXKwDbmsMWFGOM6DACy1GsaU9ucUcsiFW3nboZFLHJRiz7JVb5bFifVvu/3JKo7l9oYM7lUV1MtO6BZqKBSCPXcKxG5k8XWbMdS6yacbyA+AHZeBWXOgiQz9YBC3wVKxiQ9tFV5q6sMXphjY5ptrBWc2XRTgW5wTFPi2151H8TEK+66xJ956TX8wC9cgqx81bNGtustc85cuVJ48hNnXvmNPb1TbrvjxE7CASuq46nCEXzrc+Fl/yQZ8zjXgb9PdZ2Db3oROIU33L53c+zPWu/DJK+i0MGXPQu+4QVnueui8pd+/Ar/H3tvHi5ZVpb5/r611t474gw5VmYNWRPURFGMglBMIgKi2G3TKNDS4nj1XrnYDtheWxqv3a22Nmo/t9t2aO0WhYuIiIgUqDgAIrNUFRRVJDVnzZlVOZw850TE3mut7/7xrRURmRRYXOm/zPU8+eQ5JyJ27Nix99rr/d73e18Uum7C8x6fYLca+PTwYy+xlz/1ihGz7QlOI41Y2+VmDqTYM0qZBti5q8E1Y0QUr4ksisbIxnTgyGBus5ZFFjh//07EB1JOpFhcjp0xSWD/Tycz+kEZkhpbqJG10JJLRIDFWLR4Z9Ll3SvW40pW2tGoRFXY9Rj8IrDdFbYrLUkAbR5wc2kgFKDgTo2aqNEEp4CI8ppT7lEVPJZfv1RP4Xw7XyYoPGUbleWs/W6qTIusdEiJvrqall6/XCS5Hji2scF2Yfi0uqAWRmpWgJ/DHE3FWQZcjcgQ50wWWoxkArZ+3ixGOdWMx1e2UZXVkjHYqDL2nt57kirTGO3/voeU7HUFUIbCenVNY7EjhUVum4auba1PtbBptaezymK/nF7Cv+97qI9/sW3Iac+bRzKp9X2evk15mPebR1qwYIJVZA7ivd147BpomrkJUhJzigU7X/thoHWWC6kiDLMZqM7NbpJavyqU87pEZ/zIZedy3ZH7WG0c//TAKrc88IBdKzlzaPMEa8ETRFFxOBK3Tx5kXp0aCz96+aX80ZF7F1bg2Kr9UXuVf33+5VTf0oSja0ZkPN5n9nhPnwZWU6ARx9Z0kyP5BDlFNokIQqS3QkJWRs0qazKic45zFIZW8E3HoIL2E2OGVIma8bMB1QlTegbxnCTCSM0ERzOsivU0KrCqnNcIDxWPAsYZHlt2us6v23aQP3taK8DhFl5ZXMh9MyoS6A7FCo4KNLJCS1uAkzCj59bl+bx8f6+SjlXGvJ/jjIBncVY5K46Cwg6EwICitLS0rPI0XeWpwLF8gt9kG1R4icCVcoD/yD0g8AGUS/02l+kesmQm6q2A4zqQFl8YtTXXskrANQ1rLiDqmbmBkQvMSKgXJjkXB3fLFXUiSBix6hs80IYIFcRJYKYJkuJ9YJoiOSqDJnKMBDy9g9ZZJAZAJNIijFywffSBQMsqSiMGOks6I43zuBIV4hBUFI8jlEZ/M7Ox6CsvgV4zicRUJ2RNDCQa1xbZsKPXgSCO6WxgpgNOLESzLaY+oXwbKnbfCGJu4HXOi/PWHmMkwYpdMSdaaUrxypEpklpnFWFrAvlHiHjOjK/oOAMgH8EQEVKyDvPpdEAkkbMrDqJ+Ljt1xejEwFie39tqjmIFarWnT7UyhhVQ1b8rs9lQ5Ju2LefcHCxWGaw97uj7WMCYK6yaSWrNgbQp8sphDvAsRiPXNhNcWaiNRuaGCszBW43CUO0LC2qf0+JFHDW2o0o0jT0dmEy0GPCYG6kB0TB3bLVjU3sozR3WFcmHc8zNdOz4+bJQWkRmzGZa+kYNQNrzhbZ1JZJAyud3pb9SLWIhg5DL45XZrZEBpbqXTQIVKX2MJecvpYx3vsjiMsEpLpglO9SFXLJtD6DZJnLEKp4pK9vTwT6DM1YzpkTwYj1vCF1wZM0kPFEhDj05CeKFmAZUM06lBI4BDs7dP+OZT8g865JVvv6rO45ubYJ6NjaVzY0tVBPHJwPn7nH86Dcpn7kb3ncH88iM5z+u9DEexQBkx6kyVLXnNgH6JBzYr9yzAQhc+Ri46aZyI1oBTig4uPrJ8OoX7wCBX/7rjTkoffONU55wwZRf+5eOv/1M5kmPG/GkC8dsbW2T1LE9TIiD4hR86xnLgDpBmoaUBwYV3DCAZpousD4as7bSElV5zTfDsXyMw9uR133jDk5uz2hCRDSRgsVVbPc9DmOHA0oQpW1GjDo/NylZa1ua4NCsjFdGlqvoPKEUFCpIO70XTcuhktqnpkpTWC8RmWu5FzmlBQCcOtl8wfwzN6BZmo9OH1/UdOY05ml5G8sgpTJR8zzAwj71w0A/DPZ76UXMmJuogE0oWvL2yjGYxohWF9RhIDvHoePK+vHjuJwR1Xm4/DITmUSYec8wDIzFZKtOFVdAooRgDqPFTGUM5BCI5bOkbBmONcsxlJiMQZXVYjizL4SF4ZD3jKqMFOYS1yrD/EqCwr8PnJ/+9+Vt1e9mLlNeen79v7LbNZuyZmYqi8iUnPO8V3PIlv1Z+0R90fk71UX/Zs64EEx6XfYjq7U+CCBF/ut8de+u7RMyl58en8zovGMWB0iJmzcn/OG9d3Hl+k7e/qzH0ccBJ5HtYWB7mHLN0ft40+ceAFF+7CkX4FB+8da7yBOdyyr/yWWrdAIv2n8uf37o87AlpSgm3H4XfHz1KM/ffRaZxLYKH7j/Dt58k01u//zKVR6zY5V7+mPMZodoZYq4hs6vsc8FxpLNuEVaeheY9TM6zUw0Ia5ByZycnaQRZYOEE8sLjGRW6ejEEWhpcOwXxxue9Fj+/Mi9vO/OB+EszFEmwQs9hCl8pph/GS1c/j8X2MSKfJUkWorOOICw3+8EHF48kgXNNYKiLefIjJ4p29ozxjILl6tN3wxcxtkMOgNp+WbOIxOIOkWy8s0IBxFewG6yjIy7koYGu9ZHCOv+LC7jEDdr5hqvXCWB6iqOwr0c4wlyDo107MMRpGNwCXJiW62PUUOwNYTzZO8IWdjdeURhdxgZ3hY7B5PauTyQacgcm2yYAZlrrSfR2fs77whkclK6YH2tXlpcu8qYgHcly1SdsYJic/rIjYwNdI6crHe3zzURUskIMzJRTd1TwWIQT1KMbZzP99BoxotFz7QuILRmBqUlmi0nPCMcwpFujZ1+zeoghVAQtEh3MxkxJtK4U8TZ+3RNMBBZrrsgtjbpQoeSaSg9lQUuGkNat30mxuMrN+x7/cc2zgDIRzDqokTEFeA0ehhJqRITxflUi5zUnpNS7eNb/F3nDJQW05NFNlYIBijNBdUqaVVLKJLKQsKVCniN6HBlX1PZjoFLYwsyOUsBrFaGHI+7uSTV2DsLtp/NZgXAuSJblfKcynRW2ShMJjNypkRZVObSmLvV1Wa+wK4OtfWzLuStOjeVaVv7fNbPmQrYTQU0Kovsy2p6AzFVmS9IYSarZXzOrmzHJL7ijKGssQ3Tac1UtEV02wlaZKVZa7h2keMiiPM0bXF79ZAioI6+T1i0CSRNpGxmNxWci0LOQ5GflgcBHSzf0YlV+4eUmAzgg90wutaj/YCmzKzPJE1kl5n2mSCOH3xey3tv6fmeZ6/xk28/CRvw4c9u8rZrN7nzIHQXwGufDuenAcSDg83NzLm7Yf9eeF+VoHbwNY+B+47CX3mBoNb7eMSO9RwVeTh8FHasKP/hhXDwCfALfw43XVe3I3zXU5SPb8ATVuEVz9+BasSlzIuvgOtvAjJ835NH7NvVcZ53XLR3wtGNKYfumTIxHEbrYbVR1JlhUygyxXHj8e0KXdeYS64PDH0i9zO2t6b0SaHteP3L9tIEaLPgczXc6cje+oDXWjN0sJup0rQt3jfgTfbtnTAOAV+iNaT0qEGJuSjnSwV1VRJaY27qqL1ednIugb/y2P8KUHiK0VZ5fmXM6+ODNRaXa8RkhUMyaf4sxjn4SEWGGOAUeeKgCmIZhMMw4IuhzSxGpGmMeZrNkJTM4MF7tGkYogXdU1jY6dYW47Y1wwu170Exo5XGe0gWvI5YPEOfLN8sYuAVsaJCFwK72rYsphpa7/HFhKYtktNQAGGVkp7S33naMf9fCQpP314FhnW7y8x0ff0y+1v339fvr4C8rGrh6GAgvkqHC9tnKpMy15X+2llMfOzeYzx214i9427ujtqU3lCFOYtYozCqo2w900PT4JuGu49vMQqOHa251dbsxv/yuVv5/VsPw4rwzqc8gd2rLd917adgE/4kPMANj76bkzrw0v3nsz8EphJ50z33WWwQwp8eu4Mb7ga269kssALvXt3i3XqQ/4s9/PvHH+C3jtzLoV1TcyVN8Ea3zRvjffzf/gB73Cpv3rwbrgQc/OXJnqfsP4fVFvZIILFGkDFRez4Zb+b2vM0LwyWs64ztYaD3wsg33MFhfiud4Nkoe1X4hIfjAi9nlav0PGZp4L68wSRtcjRtMMNaKvqkyAo2p+7GojJG8PkAVwt8m5jh9f0e/rR86S8Xx3m6kw2dcYxtLsg72dAt3oiBwN9T5TvYYoVAT8LhSRpxBDoJZEzSqZrZwdj4MQ2gW0UhAh9zcBGRTOCz8iAiwtP0LNZouNdt8C7xIMpBjvN6t4deYwE/gAZEAm/SW7i5nJ6DwK08yEvpeIfOQIRncxXiVhAnNKFlpIn10JJQdmXB+ZZI6StG6fspQx6YRqWTwNHZgPPGOqqY0sk7ZYf3DARW2zFehcY1OAl4pBTtgkleC1snUOSf1p7SoyCZRGaqBtIEYSttMaVnJB40EXFo6RVsXIPH5s4gEMS6I3e5VXDWeznEaDEcCBFTVomaCqpPPTHHomRSNCpJSu1AIDkDn5qTmaWJ0DqPOkdb2NUSlkYNYqnKFvwiqxaYO/rX4ub8nlPnmjIfhtPmtjPjzPhyxxkA+QiGMXR2E1NV+n4oDITHuVh68xaSUucqa0cxaqmuoRTgxJK81ZYOlRFwbgH0bE3qS48VczkoVEloLgY09bnW4zgMEKPDey0uqk2ZXKSAMut1rMY41jfoaZrai1n/r9JQyzjc3OypDq3e200+hMB43M4nLfusVomu0lJT6TmcM+moqj1vGEwGOwwViKc5G7tgUx2xBKEbE5zNvAczHELcnEXMWjMzxcK3+wEIxDQQmoXRkDngGrOJloX0YM3x4rJVkqzETggNfSrfV85oVmZOkFzjhCEmRdSXRVoi1CiUZKxhUotyUBFcTHMGygVBY1nYOUeOA9pHtoaBYxuJOw7PeOWvH7VeRIFLL3W88fv38bc3neC//sUMFH45nTxlVXvnQcDB7D5422fg5z6a4Fjiax8nfOfVcP45nhbhZc/u+YMb4NHnwa4xhF3w8qcoGxmu2gu/dB1WTL63bHgAdbBnV4N4ZdfUwWa/eGOUZz55B997TmemS1nRlDnZR55yUcvv/B8DJ4bMOEy48Z4JTm3yWRnDaMWxqspWVNom0I1as1sfdwYcQwBx9Fnx4qBsey00DAI71lbANQX0VAdbu16NPTbg4YG2bfGhpXPQdQ1OHN2omxsWVSC4HEoPi4X8/FAvP7b0nOVF/8OBQnh4UPJwoHAOUJa2M5crFqXCcgYjMM88lMI4xco+aZF4FwmnlM+QVNGU5uH1Wpikvu/pi9x0sr1Nr0p2zvoJc8bnbBEMTWOxI94TYsTHiFclh0AYjUwO6RyjAGMRfNOQU6Iv8RQhBLpiTuNCoMFy/7xzcxkpImY4Uxxou9JDKs7NexOFRybhPf34P5x0dPk7OH07X6zGvMwo1+8CFkbEy69bLjVUp1yWvhNgXgjTnJnlxLsOH+LajSNsp4HzR+u8bN9F/Po9N/HWw/fzQxdeyvuP3cOfHz/By3ft4FW7LuFnHriRK9qOA81OnrxjH0/ecZY5Ok8m5Jz5mvd8mKMZIHLNs7+Kl374E8x6eO6BXXzLgfN5zjl7jf0tmZGouVFOZz3r45YhRvph4I03HuL/uflOcMp/+eorecqenaSc6PsZv8FQVWoAACAASURBVH/PPXaA+8g7T97K89gFeTo/8O8pbtB/88BN/PKTzgcCL7mw450bEwjwnF1r3HDPlh08B4yACxTiFiTljU748XYX+8+fcShGA2cDZivqet7B7byCSy2vtmhaN0ZAnjFkOBa3zTWZbW7hAd5m2nc+nG/jDe3l9I3ns+lOror7+a10zHoX89JZI5k36gmQE7xQ4HiAz4/sK/wagXFQxthuffeejt/uZ/YL8AwHu/IqI1qmOnBhznxfOTOcKkc4ZqwYcCsnuKa+bTmRfjcPPIOBK7XF05UPaPckA0QNQUYE6XCaWZXMeXjubWxefMAJSVo+pIf5dLK/3SOHeYW/hMM6W1Q0HOxmhUYcvfZ4sYD7H+K6hdlOWUVeHs7iMr+ffyljZglSTkS1eaLvJ8RSWTWGLuBTog2m7BUvSLCOvVEFfiIEfKmpKA2ekevwVaqJKXe0FDqjJKYYe74pmQ2d2jxIsrVF3V3XoDSogC+saSeC4FlnFScN3gdExYyhqL3mJrsVrFgc1dz1EwnEE4EZSpBghZYUaQCvjgYx2awPdL4r27B1XyPCQ65jt+vmk4NUx+iyYJoXKFOyz82i1QFnjsfAwpW5zCexSNJFTGrti/Kjzpdnxldw/CPE42cA5CMYfd8zmzHvuxMxt9DKEjZNsP4mMSnmIpux9NEFm9xTkgLazCTctmEXcdPYz+bUWmMrLNew74e5HDTnTNMEFoo4V3oKjZULoWFlZeEsOptlRJbZU5m/n/U1LlxccwFFqhS30uosayYTo5EZz9jnW558FvLcelwq81hBa4yxAF6hL8HIZpZjEovgM6j5IdhibbEw9t4m9xA8w1DYvqTleM4M1KqxKSmlUnU0IOxdNCY4O7pWivNrJmpCk5BTNHYwQXCKJDWHMiekLKjL5rqaDZTknNBochrvhaGPiBO0T/hgDfkqltGXJREas+MXZxmC/STSpwhe0ARDivR9j+TM3cd6ztrVEchIhnd/dBOOzw8xt9yRue6WDe66t+hLe3hwA177fPj9zwrPPlt56+cUSqTFLXeW107h/Tcqr35hoO8HDh0v6tUV2LUGR47B+io8/TIgGmH5S98IKyP4gXdgbOReeO4Tz2fXOHB8MuG83cruix/g2EHgMvg/r4Q+nuDaO42dXW3t/Jz2xrLmwRbT3sPudcOmo65l5AMrXhi3LaPxmG6lwyPklHE5o+LMf6JpC/j3BvRTpg2guSWqmNEKihdK5IkwEqHtWkLT4ptAE3yJwbCwdJYA4zIrVQ734u98eaAEvhAUlied+rucmpWYCmNUK8aJhfwQXRicaOlXq9IlLYxhLq8fspk3xVKV9vPrzwxJZqUYMhkGZtEcoyfTKdtq/YoV1LTe0zkzevIidKqsh2BgEpCmsR7HIoV0QCw5inP7r3Kcxw2sdh2hbRkV0xvFsgHHXWeLtNJj6AvrGwrjVvtKH+57+mLH/uEeW37V3wcIT399SumU7X4xYFjPF1ck6jUCtQLCtJQVSWH34pLBzHz/1eSkAnznDe/nPQ9ulHe1lf1PHfzM/H1/8sbr5zvytvsf4l0PnGRKz8fYBB6Ce27jrRc/kctXdnLXxoQ33XUXR2fbtvdBuOaeB5kNDrTlA3dt84E7Ps9rLjvA91x1wExyYuTuk1P+2Uc/BduZ777kbL778ovIqrzpvjuw6pvyp4dvY29zHu/fup/fvPZB0FQCHjP7RpGbhsMgJg1kDZgIJAOnJ9KUHnjc6k6ufOo6HY5eZvzEFfu55thhrlrbzdV79vFWruejxfp4f9jkuJxgqAGGlWwvmYZrAic4wX6FwzP7gh4TYDMO5ORpfWDcjkCFo+lek2PbLZDbOMyv5aOQ4Y/c3SYl8Riiq4B2ya30faetxd+V4dsydMV1M2d4lfccyYmjwFsTPIotniZbDGoeO6EIPmblECmwRscHaz+BllOgyFo/IvBM2YMTCCJE7WllxYptEshpasmKoiRpeBXn8Vbu5s5yAv+qu98+S1kF3iGwz6/zXHkSn0jXc5+D7/NnsSqBcWiIuSEkT5/FMkDmJ2zDK/1OLuBcUhQm0jP2DeICK6GlJzOSEVmzRQ2LMOiAJ9CIGdEo9vm9WpHQE+jwTDWhZGaY8dmUxDRvoSXj0MCdRyQQURqxTsAgFpu0gJvmRdr4pqwzMrlse9CFmVSsIDFNqVd8RlmVpvCA5T0RVsMqwQe8+Pn9pErCESlu4VaU0zJn6tL8XsF0UkXben/0pxQuK8iUwhxomWMyoN4v/laLUOW1ocxvo9FoXhitbsh1yBkG8sz4B44zAPIRjPF4zGhkNwG77o256/tYgGUsrBmMRsW6uSz2hiHT99uFOTRgZO6toQDBBQMZozlvbm/X3j5oW5v+qqzUrnmhaaRU6ezO1feRYchMJpkQ7PG2LS5dxdVzkVeY6fs4B5DmSlrZUj9nJKEsZEuFMmeZM3cLdV7NbgRQprMpKUkBoGZkI8WQwHtB1dN0RYol1j/aYmDMXmN9ipqVrDLfb++VyWxWjHgCKWVyygzFDTN40BzxLjArzGzWTM3iTEMiTQ0UhyAkGtpgzm1tY/1uIOAdfT8QnNAPAxKtR217MuC99ZQ65/BOaLxnvGbS25QyMdtCYIiJnDKTid34Y07WxydKigMxCwyZrekMTcpHbku85UMTbvpcpDkA7/vh/ayOAl99SctbPtSb/XsAVjM7Viece47O+x8BLt4H3/445ef/BnNPbbBFxhrGXo6BffDpW2JxjYX3fAyI8KkH4Z9drpy/287OHasjxmurjLqW2Pe8+38f+OxdA3tWJlx3x10MGU5uwVoLP/8iyC8A38DQQ6PwRzfBXSfgu54C+zvPnjXHWmPHOfqGrg2sjUdmXhICXjNNCGShiLGE1juyAyHThYa2aa0PJJuxTYqZ6OoN2uNTtr4X7/Di2LVq7r1d1xBCsL5FWRifPFJQWM//U35f+tvpRienA5fa36h5EawOzBcSlUWsi4gKLqTkPNZoCCdVOWDsYoZFFl/pR8sx0gPTvmc2m9HHyCQlZgU4qgjEyKBqMtGmgRDoRFhpGnzXsb9tzQhHrBd0KI5YXWH2YozgPevOMZTFSz2mNbOw9he2hTH0zjp33OYmV15wAa6CxAoIYS51fyTOo8vH/8tlCU/Z3jKTu7ztuq2l/+dyY11IhLWC9WooVF6bqMWmhQTVUxUntiTNsliwVtxRiwWxgs4lifF7HtpikfLOQp9cxymUJkx1WRlg41A/4Yode/nfPv45jmwq+HUICRL86ufvpro4QwaBX7nzds7f0/DMs3bzJ3ffyxtuvh0mdgP87fsO8eyzV/nw9F6O9lvl/SMbYcptqeE3D963TNXz5ItgTRLvO/YQ9OXIZrj0QrjlhPL9563zhzzEDuCFbj9d2/H6eLPtTwc/tr6fEcJ9eh+jom4hmmL1N/QQXy+O64u7KQ4eK3BBA89oLqbD89rRLv443syHk+NzMXGkOcqJEDmSNsl6nHvzMf7CMkTM9MbDr8mDC6C4/EUtnyTL30Va+lt5TnRwUmdMFCbl9hISfNw8X7gdONDAhTg6dYxlBUciOmUsK4gEeu15LjPerVLYpvqmwlOBLBkvAedGrLELUEYK6zTMfFvmuobkhF6UJ+T7uVPN1GhFnNkSOSve9gRGjGiB1zfPQLPJVp2YymYlrNA0gTUcTyXwSSK7JPB7vICmSGcztRfc0UlD1MyqKi2BVgLBSsFmQqiRRCRromdgAqhA7xyBgUyiEQNtXho6hDGBFb8KZBoaGilGfYCgzDTOCzY5K1NJ9EXamhmQNKUVY+yCeJx4RrSIONq2I+AIUoBWkdtTruOsOlcIqJpRFJR4pJSYpogrc6eo9YRHLQZfUMClMaaCzNUTEfDSEJpmXryrLa+jarom1lLh3SImZ9lAq7oeA/P4I1VlKPc91Mzm5kZtMHf/PjO+QuNMD+SZ8XAjxshkkgp7Z/11NWpiNDIQV6MvLIrCbv4W/2BxFOOxn7N/UM1mLKTeAuvnaoQi41wwecugLWdXACCY22cq8RUQQlf6E+1uVZlE73Pp1ausKIAUgxtBVeasHih9b3dD7wUfPE1r+1wnKzPHiEsGOzZhe58JPsz3tW1LhlNxO/NeiCWn0oAp9FPT9qZkzG1W5ozfMIAgJE00QRiSLdhTHoqhjcWUzHqY+dLXFgZjCpOSU8lycpkQHE49o7GY3CRlNEdyzGzMMjhHjtFCg6n9btC2gZVxy871cWGHhL5P9DFxcnsoVbxk7HNUhjRYOHyO9NlCxqOae1uyLw1RKyLsXlvj377pGO+5dhOmVtEdDsNff/YoX/WowIF9M372VcrRw8rEwbl74cSm8vlbMZA4BbYhTeHPDmHMYwQOKN9yOZzlYffZcO8D8KwrzAQHD+vjAKNoLn8eGmceN9nDdDZlsjnFJdjqjVzYMYLJFpy1G8R5RiERnN2AVjuPE0eQwDWfmPDeDykM8Evb8BvfvpMQI39zQ+a8fR3PeeJOxJmLccARnLm6tk0AwRYfKvjG+opzkazmqJAjIkIfzWzIlWpq4wPtSkvXBtrGEYJltcIXl+h8MVB4Olu1/Pdlk5D6mqwLCekpj6meAiKyiEmJqsRy6XkLmXi0/rGczWApJbZLLiKFOdyOkRQjs2FAU+JkMbcZCuhw5WfnPaul8jyuIfSAK3/rRRgKu6iFFVsZjQhYPqLz3qSp2Jp8VGQIToRR29IU45ngnC0wnTOwWMxo6nezHBny4Po66ysrX3DcT/8OvhKgcBm8z7e99L2C9VT+t5tvw6vy6sseTXDWL55ZZGme4mhamN/6/WkB/zjHTRsn+Y1bb+fpe/fwsvPPmwO/Q5MJZzUtK8EvCghqvYxJrSerEllgoDSmxFbZ9rHY86Fj99MyzHHXFxw4WNChQHH+hwxXjEYcGjLP3dHyorMvJMfEcY1YFUl53FrDDRuzpSNU/pV4m5/4u09bGvkEYMmEZTLwvR/5lAGu+aJJ+NC9yjN3nzBN4tZil/Y4aCXwnPVz+ZC7H4LymH2Oq88PHDj/JP89bc63/eG8aQZeFZEL/B2HebSu8D/YPuWzXl9igt7ssx3EAsxuTPAN4RyOM2G7n3E9x/iYHWDw8D/SJl8XMg+tPMD7C+PIaOkY1hN/+dhW0VBiUbxbMoCda+TLeLyDzdZaH89y5tO5zhhxnveGh+Zf+j6FdcZWxAVM9JqY6sCKeBoCl3IeZnFt1ORr3T6iKOfLbpSAkxb1iT5GK5qKsCUR54XGtYxdYKZCA7zAfRVZr+WYg1f4q3iz3sAnfC5gObKPHaxKIBUw6FQIztxEO2nIJYvwZ/Qb8OJoaenE04qnTzPr6ceu/20SvfMMObHlEicwuWeDWiaic4TSM9jRsYuubN1MY6ImshoDaG01sMlALL2IDgNsgtLauxKcAdXWW3uCiDCqfZDF1KaycalcZ/XrNMmtMmTr1cZ7ckymMMK8EMAMcWK2E8Jh0R3BcsQMsLtFZJNj0TdcFQre23xQi2iaM6saWCu5spTX4NzCMEss/3bIpsxxBZhSHqvmX4rFFNXTkqXXwxIDeurpemacGf+/xhkA+QjHIqoi0LauSCETm5sJ54ydjMkkem3bImJyBJBiMpMLw5gK25hxTovE1Ri6GrVRJbJdZ8/Twk7YekYR8bStzCWyqjqPr6jbN1ZQ58xfCMUcRoprqbeqojmp2mK9Svqcr+6vMPQDIAzRGCBj9hQpN4DRqEp6mcd9qCYEX9xfdc5QDoO5Mg4xkRRSrgZAgMCosZ5EIZuOUsy5tI/mI5Zzmtv2xyHR+oA4z3jcgpg5TkwQ82D9DUGYDea66dUxGxKU6mNd6Fp/lYXAi4wApQmOfjaQMgxROboxRTQx66eIgnhn1uJOiEnJKdK4YLbqIrTeg3rcMGEyKL/4h8cA4UdeuotRsB6NY5ubHNua8p5be1sw1VXkTvh37x0gDfz418BjzoXdBwxsRzX276ILsfL1A8BuGK3C114A114HBHjuAfjGx8FNd8BZY2j3wZEtcC3ccgj+52ci7IarHg/PWoNb7rcM64t32W6sOujWGvZ3I1oZcMmxPR1wweTVq6MRXdMhJaPTZds3kQSlf2aNHVx+7j5e9ztH+cMPT0AHfvU18OKnjkoOly3FM+Bbk4Dbja9kawL/7U9O8Jefm/Laf7qDZ1xprOUYz3jU0XUGRM1gan5/nA+FU3rR6t9qpTYXeWftB1kGGXkJLEABihgTVYGJqxXpAhZZkh3VnYnZHEerCcmsgIYhJeshm80YhgHN5m6agM3p1NjEYoSylTNNCaUfOYvSWWsaEGHde6T0COZS+SYEWxCVzxAAKTmFocRS7CwGWVqeF0IgF0fSNpghfXCOUQGfrvQezplCOFUKtcwcPuzseSpo/3JA4fJrTweG+dQnUft+cmHvauW+gsFYzwdVXvep6/mNg4cBOLJxgtc+9jHzhZZ3bi7T9Zhpj6rSJ0M1//6GG/ntg4ehbXn9VQd4w+fuYzqZ8P/K/Vz8XM8Td+/i1Z/4FNfcu0EYBT7xdU9ntTC6W8PArrY1HJLN0bZ+/z993yd4/4lttobMKHimQ6G1Tmccl1eGipnMjBVOjqBz4LZBHXs3x/zuU54IMdJvT7j26HGeuqPhBr/J1+/bRRDhho2Tduwk8++ecgHvPHIn1x5OFgyYgElavKEU+KxiUlStP9uBeuI5sNN1/Molu3jdWXdzYhu+fW0vz9mzhwkDn2/uhCdbz/bngM9Nlj7TkqICWKgoPDxHLiIJML1z8dz5SaCn/t7Zdg77BxiFlrfLhOO9GhCOzHshHwQ+XUndCgAr27gcY5SZy1rr/hA4deUkS9spPz/LrTPkniRC0oEZfemeczwX+EB2PE2ESzgbEWHFr7OCw7r7M5va02oLvuVT+aCxhACi7At7aJyz/tRkIA8X2OlHpYjq6RwgjoMc4w/0s3yNnM3X8xgaHP9KXkS0YBP+je7jpfwVkLhYOnbIuIg+QTURnLGG6jMpSzGM9Yg3cDMhV+4Q8dCTWJNRORyZToXWOZImhIClrtpByjkz02gSXwJTJgQJoGpspWsMnImnDa0VuMTAXIObA0TK1+SKbLQqApJmssIkDxZbU+YCi+JxpWiVCWIxWSadVSjrmCo/LQfDTsvy/migys5qYbBhUVhkSVFRgZqW5w/Z3tPabaSQygYCm8JCqsj8PnL6PHm6AkPqPrGYEk7p3y9/c0vbZBmAnhn/8HG6MuEfyTgDIB/h8J55cH11Jm0az3hcmTlHEyisoxbgZy6eKcV5j6Cxff4LguyrNLW6veZczWpg0XNZ3UwLo6gUyYMxi5URMaIzWw5jqd4hjrax99Fi5INaRpeI9Wba5GIZijYJ2T4F74zBE4vuMKZSSk8m1OkrZ2MmY0oldsKstGezSBwGLD4jGMvhDIDVDMsUMylmhmh376Q9ikleTY4iNB7Wxi01FiWmREywOdkmkRj6THAWSG6OjNmc2cR639aqeU6tAiZlOp2iCCc3pyZHy4pILhM4JKwfT5LFqnRNA04YicOJMhLofaDvp+Zu2EOcbSMuI5r4hT/Z4L2fUIjwro9t8+3PhRc9zW5ib/vbBA+xuBPsMlOb224AFN7wd/AjXwVXnQvaQusKrgaedw789X3A/fBvPwg/dDV8x/PgZITH7IKD98CJHs4T2LvLmEQU/udB4D6ggYsfDW+7E47fCTj4nR9Y5cK9gWmOTJNnO2WcF1a6wNlrY5rQzJ0ZRQJtK4ydY7XryBle+3JPSse4fSPxb162C+cc1z0QYSrQOG67W+muDkUeXWxu1Ho3VGKRTZpBwXV39vzs20/CTHjVzZsce9s+YxalSopsvh5SLNspIKM8eDp7WHJjjDmCeeREZSlrZbYCPqms4dJNPOpCkioiZj5TAGRKiVm2mIQhJfphYOh7pkX3Po2RzcnEFg0FSPaqaOn5W/EeiZG29BKOug51jj1tS7SLi5QSvm3xznL32iIXDcEWXd57W3d7T66SpyJrGBU322pO0xTAGSpIXAKHywuTL0Dm9bHTf/97QOGX6l1cBoaVqas9QstSU2OgSxZtBelFFloLA658hupKWPt/6rZd2daRrW0ocsijkym/cvBmdrYtL7vggM2LqlDcSD959Bg/+He38MD2MuIB+in/4dO3UkLiQBPvv/8wV+3exTVHNiBAzJFPHjvO911/IwwJiPzIlZfwrx51CbecPMnBzS2et38frzv0Ya45ujlHxdOYTq1sLKPmBJxsoUkwDfbYJrDeG7A74iEJT75gzD0PPcgP3n0jR2fK5Ei0TMIAV+8f8a8/exsU8yQk8ztHD3LbIZZYxYLoGoEVMcXCueWhB5xNSNMMI3jNZft5dNfRN/CayUFYUVhRjjeb3DQc51PxBB+sx62uqGXxFnPwtWjz5BVJ2E7Kf9Q7GWI5AG15fbP0fFc2oDoHiG+WzEtStBbygKk1DPFAgHv7csyWm1lD2X4Fr2WsAy8ReFP9g8JO4MTS7yvY4bkIeD4tMSdWZJ2xa2m0RTKMxBDq5b7lBQDSlKzYnkSkF3Mk986xI4/5CLcS2o4r5VLQg/ZG4jjst/llvZt9Ar/QXM064xIi7/kk9/IOvZavl0v5RrmUV6n1KhzkHp4kF3OZnEUQ62ceUFal5T28iCMy5SLZbbUEFCfm9tkzKyyYEJ2SCNa/qFKwdJVyOrwKIxqmOdJJ8XTA4aTIV0VofWsF3FJEdK7kr0oz/yqCW+QcDrkIY0sbQF8K29kpWRbOo4s4Gm+9j86BC/PtVNknRXXh6vzCAvB552wfZNHm4JfuJVKeVwEfgJTsWWBu5lXvOfVeVOckluY2YTEnKljepC32TrkslgEf8AWg74u1XtT5cvn9KMB6/trTlDhnxpnx5Y4zAPIRjOqO2nVN6eMzQJPSwDBYX51IYkgL4DgMxq5VhrFmIdbMQttGNawx0w8RIXi7A2rMDDGVirqgOlifopqssmlrnqJFiNTA2CbYXbVpwikLtJwTk6nJZc1JVSyYXij5kn7upLqI0cjEiNnvi/UOZlFSNuOZvk8WW4KxmlKiFxBw4oh9tB7OPDDqGihgEE3M+sEyxmY9MQIqdA6a4HAeRr4hq0O83XQ1G7t64uQ2fcr0M3t94wPBmwxybb3FO0EceCfFkMfRD5GUzJX15HbPZFBa78BDcJa96JwQMhCEySTTtOak1gRHTAMSPEJgFgcmQ8/Ieza2p7bgTQMnhoQLQkCYzWbMZgM5wdHSVgRAgjcftF/f8ulki5ql0uHzLoVdK3Bba6/Ru+GX74fnfDW8+NHgGpgMxnQ/UBdcCg9uwW13wZX7oRByvOPz8NFPQrgQfvPFsLo7sL425llnn+RvH7DXPen8Va755Jbtxwiuv33CeXt3sDpeZf9oRMoJ5zyz6Yz1lTGDg7EKo3GHF6GP2W6wTmiCgcrXf8c+muBxJUrh176n43v+81HO3iu85iVnsTpqy3lr7sUxJXKKxBxRsRy+rvHs3zlGGKMCO0aeJAVc5Ljo6VhaBNSqa63y1iHleX6p4lvX5dW8pPay1MgLhwGSVP4mzs3Zwpgzs5zt/xiZzmZMJxPLwwOy90xitAiJwljuKEx3K0LXdbQhMCsyzyFbjEao0RRdR2N6dBrvacRiG0SENgQDhsWkpkZU+PKziswD79sCCp3InHl0S5/9i5kGzX//B1Snl/s7qwnQZDZjc2oOnFXum5aeA8z7dh7O+KYudsS5U7IOvSzMKmbDwFB6RrMq05j4jVtv4223H+ObzlvlNVdezu/dfic/85kHWdYovu/wSe649QhgPaSvuugCY3iahpgzL//UZ4rrUzk5GoylsnUz37p/L2+//yEA3n7sKKNDd1tDcDawe/PWScjbc9njf779Znai/PSNBy3a4XYYN2JM13IzZX2PWi1JCrMORGHHzLbXRft/YC7DfMx5A9+141LOHQde+sC1QIRO7V9v18e1+XOwRy1DUQ3s3bZZygcrlH1RGAtcMmXelGX0C+wvhy9muAl+5eBtfNNjYa94ah8lAjcoXNYmPrjEztkNo/y+zDwm7LiV+e/3a3TTKaeiLo5F1fdNsZVMPV72tfLOqhv0LHoUR7C7hd2b8PSd8CG1aMZbljY/AqZxsb2TwOYqvEzgM8C6wFPZyW9ygojwKITvlIutsClCwsxbejFpecYKcbmFRjytGxEwF9HOBxwdItZ719IgON7BdbyDARh4Gffx2zyTW3iIZ3Ah3yp/CZo4AnxQbudl8mQEx6CRn+JaELhObuKxcvbS8RO8YBEV2HpFVJiW/OazWWNLB6ICmujEGEivkPE4day4sRW9pXoYUPbWYiwCEEVwVSYqxXZGM4ijwZQArgCZmE1SmhGsXGzX8pAzjfNkzTTiCHhckdRXULZc4siqJGfzSO2xrn3mrvzc1OJYuV/4EOY1i5rhuwz6gFPmy3lLQmUVC+tY56zlotucFa3A8vTCWd1OLW5ioDkU461TmMel+1vtkZ6/Dzz8XHk66CwFNC2XwperADkzHuE40wN5Zjzc8N4zmyVms94knFkIQQsTlstCWNiaWi9f0zi6kQX6Lox3TA7pS5RFDb5XNe39dJqLmyp4r7SNZzxqiLFW0h2qJmnNCQwkgguepnFFtlVCoEtEyCIGwAGJrm0InU3sFoth0RVDtOreZGaOpSmaJsh7R8aRSpl3mA0oag3iOdMEjxYpZ9YaH5LwjSdrRDUxHbJJWaNCHkgx0rYB7wJtE1gddaQMmhOzWaSPidRHmraxn1OmH6w/pGvtOO5cGeHW1mhah0rJMs/KEHum/cCsj/RJyCoELzhRuuBoHOxeHTHqLfx6O9k+bU4HGufIamAhSSInsVyq2YxtVXJ2iA70KTKZ9HRemBU2SUOLxkRozQlOsrI+HiHB8ZP/pOOn4jGuvxbw8HUXwls+yGJB44AOvvvZIJsDIwAAIABJREFU8JizYduBNPCOO7BVTYK/uQdecAnsyrC2avPU9z4Jfk/hk/cD98Jv3ws/8AJ40ZNbNCc++rsJMsS74KF+nSsvWWd7a8JPfMOYa/ZP2b078LwnNBw5MuK/f3DKBRd2fPsLzsd7JQ892QmjdowXZefqGl3nydEkQcZ4B0ato/Gl56247zbBFwfKxJDgSRe3XPdf95t0cxh46OQMNDPEkvHlPeM2MG7akktqK88rLoK3v24fH7p+xne8eM2upSXZTb1pVwYxVeYQ6xPRAg6rnKmyfq5UkIdiWFONaWaDyZz6lJjkzND3DH1PP50yy8ZIzypjKEKH3YBt/1vWnYMQrLItZp7QD4P11ZXKdCh9NUPTWBxcCGhKhLbFN43lF4YwN84JIrgiHXUh0JYqeVtMdsw8yoBqZRHtej81gqSOLwcULhef6qigcCgGMnVRU499rdLXxVaVlYlzbM5mbM9mC/lreV5le5fdZ5VFtnrMmSHGU2RY9TEw5qEtLIA4U4PctLnF5Tt38qPXXs+f3HUMUH7t0JT18V38p5sPmakUzBmsO6Zbc9bp8HSGhjBfPK50HU0TGJYC0n/9CY+n8Y6PPPgQLzznbHZ5z9sPH4acOHR8ys89dIw5jabw5s8eLNmGNkYZfvraz9t7FlJzsq2L/sV6V27LGzotjJhAylzQZe6K5TEp2w0FlUnm/BXlj2ef5SNHKxqNkAPsyXBZD0F5Cx3nnu24by9c4YRva/fx7hNH+OR508X7iy6AnlUy66p2fixsYgZ2wTUKDIkdATZ6oIc7boZ3Xr7J09bh4xXwNWXb8y+RU5nAjMn6pdw4lyWqy0CUpddUeWou26/AsYLTCOtqCo1jJ+FYBzt6eGazIDNvLvvwL3zDLW7gQ2XbFwXhinAOnsBVtLQSmKL8JPvxPuAkk4OpX4I6nAbGvgNv5jhZhF2MUMwZNBERlIaGtpx4CaUVTySBZm5lmH/oP5ATvEJWuFp2kHTgfA3c4q04cb7sY6ShBJBUjW0Ctff6T/pE3shBnsVeDuhutulLr6UyJtDRIeoY+zFNCb0XcaDZJKKAYiZoiFsAJ5avQesLpJwKFnq/mB9EqiuzEpxlvHoRRk0zl5d7MRm+L+9JUUQkFqCnzhs1vmf+e1FKVIlm5lQQtXzfeDjjmC9QR1QAufScueOpLmJ36u+UIta8PqILx9VaCzr91K2nc63LxJQWrtrlM0kpDn6x8QVFwC8xv3+BI/iZcWZ8BcYZAPkIxjAMxATirBcPUesfLBf6eNzhvWfnKoxGHSllZrOE994kKb5KRw1M5eLGVfMAQxCacVtkromYlH6AUFxTVXMxDjFn1ZTsRt4PNbaiMIAiqCZqPcwHA50iiuCN0XTmNhBjBLH+RzPNsSnfp4w4qyLmXPp0ckLpQTwpm/kJzjGdTchJDejhcC7gsEWkdxDajiYIs5n1y7jWFFNZrJdrtj2ljxnRogIrGZAhBGa9SRqbJrBjxYrhtXDdZyX2U/IkkyMMOTHyDpzQBmF9ZUzMEFOmj9Y3ORkSW8lAc0bRXujjQIrWhxSCZ2uybQ6qs4HtIeJ8JvnAEBXJkVYs2NcV6eDqmkPVTABmw2BSWYGYogHnOGN7ss2rr4Y7LobDG3De2fBXN2LuqNQPBDduwuPPh7gBj98P53Twq8eAGfzok+DSfZDU0Y3MwZeh50eflXnlO9QWWx7uOWEL7PUdO1i58Bjb9wEj2HsWbEwH1rvA/j1n85rzrCrbjgKv/ReO13zLgDhMlqpKOx5Z9iLKLBZX3GRFDcVAjZk8ZURsOZJRUKGfDoTSQzsMkZiFrLYoEmf5fqOupW3W8MEXBsmk2UIxLyqH5sVXr/Kip5nBRC432MpuVROS4P08vgK1QkMFNFVeWpmpVNi+zZKFl4tL6azkGSYAVYIIKyWDsF1bY3dh7+qCYBaj9cipmd7MgEGVpvTZNCKMQ2CtxFPUHsLg7fyRUmVunUO8n0ufTMpliyDvjcX11aimVqq9/6KLhi+1SKjHZ/57AW/1eBq7mxlqxbtIfWMBhX6pGl8XQlXuW3MntYJ5lvxFyus3p1O2plOq62xlCqEAymJsUWW2jZhErhFhdUlmW0Epuuh3VBH++oEjXH/sOH927118/MSE0EAWDIQpoJHDW8XZZZn1cnBgpeOeDeXA2PFDT3wcqyHMWdJBlT9++lP42c/cwKeP9pycKbfet8F3Xno2X33BgZIDm3jnE6/iM5MTvP7ThctaOlj3bmdj9awjlWk1mNk7lNUxBpaONrA+QDODvZvQOzi2t2xvKOCrt37H7WwsnLcL55W7EvfEzAeOw19sUB077Dv3Rfe+tzT5OUBm3Fc+/0FRfjrfZa7N9Tw57Xw5ZcypICjhd6bpLJvfqM2jrX2u2zfg6t3w8Sq/FYwxnTuX6mKDy+hkLk9lcZwqm1hlw5W1FTjHw/2VhfRlv1rmEYkna9Wns224Di7zO3F4rmKMSIfiUFHO944rRg+xKSd5YnsRjTbgGlZltcRmOBzKiIzgSz6gEOgQTP7pcWSps6NjBSWRiSWcHukYBJJGgnNMtedd+hkelA2+Oz+WH5a/mx/yD+kdvFivwOP5Rb6WP8s3s4cVnsOFpBTt/X3gp/SxvFMO8Q3uAi6Ss3h0Potn8ai5hLSTQC6wJPhg64pSoJ7nqqpaLE+Z82Iu0fXOgTJvY6A4Y2eUaR6sNafMVWZlx9xxuZLBCbu/V9OXOufnAsxM0qsL1qzMF8tSeqeLPug6/JL88/RRlSUVhJ5SFFsqPC4XzewzLGony+8nBehV5hKskDkHpyJ2pX8JcHf676OmZdy28/f/YmNeR6nz9NJzl51Yv9Rr5+ZmD7MfZ8Y/YPwjxOhnAOQjHCKZtm3LBWtVOueMWZvNLGaiGtZ4b/LRlJScMpoFKT2KIg4fbIEdvBTWTsh5oG3d3KynLviSVhOdvJAyAc6Vij9SojjA+aLDdza51/WDZmMNnBO2N2cIag39qjRtNSMR4hBJ2XL8vFMLV3cJ1UjOMI2ZWTR2p/PgBMajltXVMeBsX7MQs7mU9jnCZDBHVLXVRcIsr7vWEXyDC4UdympF5OBRgVHToDER+57JYDeVhBRJabIIDi9mlpMdm7MexOEGEDfDaZGdFKYwJ2V7OqWf9eaMmiLbMRoId4IX+7zj0DCkRCPQNC3ed8gYYpwxajom2zMGlK0hshWBPoJX8I4h2s1qug3BWbTFdAZtBxecDReeDdMpPOkKuO4TSydXgo99DG59EB68HdgJr34K/PBzW17wxI7ZbIr4lpgmHN8emPUD+3c0nL1/nZ97Yc9P/tE2rMC3Xr3C2sqI0I5476s7/vSDh3nx8y9m55otIPtpb4twtRtPijUaQ8Cbix0O+pzxMdO1gZXOE0pfbxOKLFoWlWVjsetiPlm0jSjkZIDRe1balrY1mbQ9T+egMLOQ5iilYKG1GKJQQKMTmecdKsZMVaOUnDPTvmdre5tY5KV9zkQRUjGjUWDcdQZMnKNrGkZdZ9dSAXd9Ssz6nj4lsnPMgDgMNCIksb6aUQiMmoaVGllhYawoxkZmbDHRFPMZKZ8lFNdSm0uEJoRFJR3mLGLt2auLoXpPWv55efEg5fhVdnAudyrHgQJyq7NofX49tnCqOZAWcKuFFaxFm/kCKxcXwPJZhuouWxhTBXL5TMDcYGIUAuudSZ9rdT2rGuOqCwlYXQTVHtVYnGdT6Tetx2FWeh9FhOtPnORbP/KJ+bUEEPFcvqPh87MpZOGxuzte/+Qn8Nntj3JoFvnn5+7nY0eP8IL95/CGT94HUbhnCz5971GeuGeVn//YLXz+xBY//qQLObDa8P3nXsh33vlpiJk33HATLzmw066pvjemMmee7se88sA6bzmybeBl4gqYKXst2NHcpbAjwY7jNndMBVaTaSkne6A5aZ/DJ9hZ5LbbDWgDO7e5C8wRa9OO2v/H3vsHW5eV9Z2fZ6219z7n3vve90e/3dD86m6gm+4moojSMiDRioIaKUocC9Ip4sQxkxhLhaTiEHFwUjpJKSnHJA6lsZiydHQsVIxgBY2DUUdEAkwQBJof3bRA0z/ffn/cH+fsvddaz/zxrLXPvrffptsURjTvqrp1791nn73X3vucvZ/v8/0+3+c7TwtnZIdfXO2BL/sUobZn8CcyZ5bwYIwGOjMzB6L6qZr1oZiDuPnLe8DZzaonBviWU3Dfs+E/fE439ZHM3vMs287/vVf25YBeN5jRYVGIh5MeLlbpaAWLdYrHJa/1ve3m9ad2cF+tj5yPyno6uBXhIwhk+Jsnrues26IvQsxdtyRrJDHgSNzISUYVkhMCbakGtFRrJLHAk+hwCK1AQ0BcKGLOVAAlZI14xJZrZodARBD1/Iv8e/yuXOLLxhNcp8qvJyvMvMPdyWldcr4xg5pdOvteSeCUBm53X05bjGS2QkvjrMb5Fv8U/kFJDHch2KXOmSFZGUfh91BgnZXeoGEBvNYXEQRPpsFktZR7UvDmsrws0vn6/QOLO2ovxDkQE+weML931Usy/+3qeqo05beWZeWNm3viTMFQZaf5WHnC8Y+yK/tOMLmfOjb9Epkdy/zvxwJYlwN7R+rxZ8sut7zOMZba+SNJvspEzs7T/HkAM+L+GDC+3LIpL1OXVTb1yvgrMcZx5Ad+4Ae45557GIaB7/qu7+KZz3wmr3vd6xARbrzxRn7oh34I5xxvectb+KVf+iVCCHzXd30XX/u1X8ve3h6vfe1rWa1WNE3DG9/4Rq6++urPu88rAPJxjFAC5xos136MqtC0jqDmeorY75xzcUjVwgC6mQW8SU3HqJNFtXeCoqwHM1nQbIDReWeS0kS5zVuNoBR5iJQnqbUYKIF1UuIwFBAKOeainlKC09JLyKOY2UyM5vqmWiV9xiitB0vl5pjQnNnaaum8Y6ttwVnt4LrvycCFvQNr7i6Ciid4kyu2vtQfYm1PvHdW31XYDk0ZChBICCqBdR9RzUhKdvzBMYyjOcM5YW89ELxwsD+a62tSkpjtt6bIYRoY+shqNBaw8UKMkdYLZCE6wScLpFpRFl1Ddp4hZ5xmGCOLLnAQI37RcWlvRVoNBIG90CON4HxH1wIx0ztr1nu4Tnzi0wM/92H4itPw9c+2PmBbJ6DzFqu7DN1J+CcvEv72ZxTum33IPDz0aSyjfgne9DuAH7jj3oHbvwpcK1yze5JnPmmLnIXV4cA69jzvGQt++59ssWwcEgKLtqERR9TMTTf0LMLIejBLd2k8Y4YuOJYFCEXEAKRACM0krw7OHr2pyK7RWlNq6+Zs4ApVEtZqIuPN2j04fNvhg7caw6wMfY/r7QFezQhySlNAUBmvKmmq7NI4jgx9Tz+O1msLWJfPzzpGWufYFrE6wralEWFne9vcRbH5JlWGlEiFxepVGdZrolgNoveeDghNQ9O2LL2nK59TB0hpTzHGSFtrcZwzowYt5jXeG9OjShsCSZXOlwbZhTWc2luwCUyOGMlgD/dxHKdllUmtctwqyarrZpgY2Cq79BiIq60mKij0zpkhD0xsbivCqGptLPLMlAIL3mrJHxSgKda/rHFuE8Tkow2z6zmfXldLPuAc6tzEDOeUWBeAX+VqlHNaFYiqVjPlyzUJ3pNSYocN5PnRP3wvjDX77yAmnnHC8/Unz/DxB+8FlI88tOYnPvJRXnn2Ol7/J5/kY/GAX/26F+Cd480fuo+HicDIriTe/Im7+ek/vQti4oPvuZd/+SXP5h33PQA62BNzYcZdVXa3aBpONGaI8j07f40/HT7Iu/50sBmK3Xcsci2h7O4Au+egLYHcshyMB5bnjj58mhIinhxN3z7dLzJkM/R6OGWubxac8Rd5OJYWBE3mG3fMuOXXNPPg2vbVCnSa2fsU8MSy7+PRqM5+178vAZ8Gzik8AXjA8OQHOhgDcAr4mB0eW2pAc6+sm4/tY6JCOAJWnwjsechVelqAJR6+0sN7570WJ5ntZntfs3gKd/SfZU/r5wj+4dY1vGl9DrLyD5bXcJOcQhU+/qk7CDsdA409Oz1cTCu8CFvS0Mo2O7IoTp9KoxDMkm06BFFrIZGwUg8QHkp7/Pv4Xm51T+b58iSCOqI6FCEF8LQoVg99gRW/K+cB+IC/wAfq+QA+5i7yE/5F3K0Pc4s8gW/mJqQkrjMwxNFMZciMKIPG4mo+lDhDCAO04mjK90lFaMWz7BaEEDhZvq+1nhqOJpMqGJxYuxmomli7ej0qc1iWTezcTC0wXa6y/cpAztXLx81nps27TW/Ey4G6agL2+cbx+ur5mJJwn+/9bD5u8+0c8YG6zBwuZx42Hes8GThjVuf3+rqNywHCOeBMtV5qs+MjoLWe1wpIA1g/4CvjCzP+gmsg3/a2t3Hq1Cne+MY3cv78eb7lW76Fm2++mde85jXcdtttvOENb+Cd73wnX/ZlX8bP//zP86u/+qv0fc/tt9/OC1/4Qt761rdy00038f3f//285S1v4c1vfjOve93rPu8+rwDIxz20JOxNXiZSGcDijKAZzYlhNFfTPpq01Dtvjbw1F6kI9hDIkRg9WWHIaaplQjzOK01jEkLnhCYYMMyaWQ8jOVsa1okFlk2wJ64AOQ0MfTI5ZXB4H5Ci88kJhhgJISAukwr7NIyJ4B2utPQgm8jFO6BrwAsp241+HNal5Qes+p5FGwzc1vo1zQzDSMATfKDrGlSsznLVD8SDNWAOrY0XxjjSLQJZPJqtL6aUPg6NRg7Xxp6CSWWHMUGwHlGikMfE2Eecc6RsQqLgBK/CtheygPOO9aiEBnRcE8WcX13bEGPEj0Ox+040vkFHO/5uyEjrcVsn2O2WXFytaINj1fekMXK4ivRA368Q4Ed+G3gIPt3Bl17vefYTAzkPKI6DISGNK4Y98I3PiLzjAsgZ5XlXwUueu+Rdf7zi9z6k0AnsB4jw0QcSTzl7EnWB/TRy57lLNClxctGxe2KJSDCXXOeJ2bzo+5TpGmFr2XFq9wRNYf7aECYlULUxD5QgvTDXOVsoNAyj1YOOAzkLMZtpTsI+N6gyRmul0jQOcUJoTK40ZmW1XhPK9qrxixYJKTkbM6hqtYeq9CkxYvKoFM3JtxOZWL3GObZ3dmjHkaucJT+qIk6BrgAQKWBrNQw0mIQqFemjd+ZGuswZ2dmhK/WFUdV6eGFgKBTAqMCybekK+FKgaVtjzkqg42dB1TybOxnD6EZyO+8FOO8hWfc7z6pXSVeVlk6BRbY+j16EoWTdU1knFqCWSjBSAw5XXFnFe5aFFY0FvPsZ8xmLkc8U38umGfZx44XKbHg2DEO1yRcx5mUstU5aAHyfEiGbZLzu19QI7ZEM+1jPS7mW0ZnrrPb9kSAyqclm33P/flmo+Oz5zLd9XWlUrrz/0kX+6LxpRv/zhUv8mwc+B43yH/ci77z7Ib76Kaf45a++lX937+doXeaHPvJBrnYOGMAZXvq7f/jHZXYCnfALX/Is/ujieRbO8ZyTp60/Z0pWnyrCN+w+iXfxKft0bmHAMUfrjXh9LvLOWaB3pNjq8/zuHQQBpzxRE/elBJ3yobUy6j08vVUe3hO4mOAktLvKr+2lTc2nwous5Srv3MNA4Q7w1NlFneJJ5chFOY81NRTgzrL8JrjDKZpgsaWsb4Slh9XdwCcwN5pr2VBAC44Cv/lvDH8aiD66HOBUy6a9RgWSbVnv0HGzCzRR+I7wRP7V8AAk4RVdyzV6Df9y58ns4gl4OhG2WYLf4+b2yXTSYT0HzSF8ZV0GbfPZehI6teeNivCf8j38stzJNvCi8BS+Tm7F4VlgvX6/Of8WtAO487xNnsL1ctb6fkJRHVmzhyCea1PE54ak4+w6lwNNymvSH/AHcjstnvtZ0YmnQcx8pySCT4ZAUxyWVdW+5/AIBcOc8HWz5bk+EApAmVivAmBcWc5sPWoSjBn+L/eN+WVt5gCQo6xene+jSfAvB/SqWuWyILDIVPOx147za/NzMh1bfa2A3br/qcbw2DYnc7DZvOq5m69bk3zzRNsRBnC2334cORzHTWLRdrRhbOt1PTbPicGdJSarQ/XcWfsIc1lf58r4qzS+4Ru+gZe+9KXT/957PvzhD/P85z8fgBe/+MW8613vwjnHc5/7XNq2pW1bnva0p3HHHXdw0003cddddwGwv78/qas+37gCIB/HcM5N7pYxZfphJGUDdM5ZsfkYlVVp+G29FbF2GdlaQ7iSEVU1AWnTBATBeUdWXwJIYy1TygyDtdOIUcE5XC2T98WxyxdZyBBZrzNj7GkbyMlYxKxKGseS0C8sp4MQ7PHRek8Uk9ymMu9UJKyo0niT7cU44LKQojnP1v22Dk5uL8jqy8NJQc1tbkxCTCMHez1DNHniia3AGAdEPJpdIQoi4pTDMaGYo61oYp03AXYgEWMiDQl1ntC2yJBJKeKF0tsRNEcUJcVk7REw8K6SETXKbFiNhLaD0jpkW9Xkq4sdFosFicRShL4fWI0DBGG9Bp8yD+7t4bB2J40IQT2udXQpEzWxvd2A9tNn5uLhyIW9ka4LXH16yW5OrKKnbYQ2NLzjPQ9CFPRheMU37fKVz1jwgus9tz1rnz/5dObf37PGCfzTl59hiMr2UrhmuUsW2GrN9qENZoGOCgm1XpQExMFy2XJmp+HE1rK0XjFJVa0HSSRUDdwhwriK5RomNJnNeszWfzQXIGgPMwOKIQSWO4spSzwOI3kYrIdhSlOfu6FkmauhjBQpYij1f01xG22BEyXrvC5Opq4AuYSBkcMCIMZs8qw4jgZQvEe9x6vVQLYiJO8NIBYmkVK3amy2gZ6mALGm3ChDfeDWYAymh3F9kE8GMiVgGnTTgmIymKhZZUrAUur0Kkis8s2xgPUaqBkTP3uwx2jrsgm66jmRenzzDHSM+MJ6OiAXYJfKflLOU5a7lpfVwM9jzoSVOWhC2NQMzY5fi0GRqppEWC3BM3dedWyAbmU+q3RVy3mu51RFjHEty3J5/XPrNZ/a2+N5p0/zj973Ad63f4F/9dzn8eJrzlrda87ce3DIr37mM+xeFbi0Z/WESQd+6/77+KZrr8Wr8n8877nc/t53s6cDT1oMwAH1gP/eH/8Rv6S3shTH12x3fOt7P2K1eR5efv02qwzvO3/Iw1O4DIzKmx/8OL9z3oK4dvduhlXi1SfP8KqnPZ29nPl0uIfFjQesq1yUbGDttOMbTyvvWOVN38E61k2RaJr8kW6wdRJcu4R714A/hAsCznFfi8leP6t8YoBPMB5lDFfw68VtmS2sRnEf9p5eyNodjEI8ULjH/j97Nai3zkKsy3a84bThBlPg7AQlRDjZwukFbIu9vhQr2QwCnIW9bP1kf6te1HKsXy9wreXG+DhwMsE7a59F4GXA26tLkkDJAPLbawEtK9b6zgQ3to5XnX46z5ar2XE7dNrwzTtwmKOZoolJ9lcaETwdjoRykBKHWckSCeInkvSkW/BOvZM/4U95Wfgyni1PwCFslbrFb9b/CFg96vvkk1zL1bxEn0G0ynpwm2fA5xh4kiYkZRq8tYTSTEcoktHA++Rv8bvubv6FvJcHdOTH3PP5/uYPwWWcNtzsrsHJ5oNSAUBKqZiXlRrCojJwIkeSWvM+hkcA0TFwV38fB1SXY744tt7EWHIMBHKMtTvG8Mmx9Y9vW2Qjha+gdX4/riBvLoudknFlzO/h83zInPmbVBps2MEjgIsNQzuvMpyvU6W2RwAqHGFRq3S2JtXmCceuaVgeYwPnOZTj7Ob8teOgegLms2fT/NYwzYfaq/zK+IKMy+Q1vtDj4Ycf5hWveMX0/ytf+Upe+cpXArC9vQ0Y+Pve7/1eXvOa1/CjP/qj0+dme3ubvb099vf3OXHixLSN7e1t9vf3OXPmDO9617v4pm/6Ji5evMgv/MIvPOZ8rgDIxzH6vrdm9mI9HBE157VUJGJOp5tFTlZCb+0kSk1TLoqalHHF2CZnJaHoME5f/pR1CvQcduNugzGDSGAcB8YYiQOs+mjF/N7hgmU3x2huaT4YYxhcKI6YA8E7htHqosYxcuEwQsxW3+Zh0TW4xiFJ0Uxh9DKLpjFzm8YbwFQzI7l40GNsrFhRvkLKER3WDGOy9hvOXNZiiqz6yOFqhWsCWYWIAWUvEIfRegOWrKooNOIYxoGcktVbeKt76lcr1mM0U5umtb6PcUSR0mol0A8miW2LI2jrrHYyZZ2uSc659KJS1DsuDSs0WZu01glnd04gTWDLDXhVLhwcsJ8iF/fXeJSYYdGZ2VDb2E349d8IP/fuyFdf5wmx4Tt/boTtzC+8Wrn6RMOpTuhD4OJA0WllGDLX7qz43Lk1h2v4sbdjQdOplj943ZPJY2J7Edjd3QaEMVndYsrmoO+cBQOtNwvC0IQCOox9HXOij6MlMzQby6RiTGIBlKrWJFqdmQUpgawZTYnGeRrn8aLQGJiJmjkYemQcIEUjBFLC1fo5MODmHD5GM4IBcghICIwYE55LpnuMkTyOpBDYaVsW1XSm1MdBkVwWlqwLZgihIjSll2ENkBrv6YeBBaBFWqrO3Eo750gFsFYgXZm06poqzm0MGWaZ9vlDOdRssBaAjQULY4zmECqWsBCKx0csDDkWREyOgM5N3/2mOKvWQCZ4TyoBRqy1PoVhACZJ/NxnxAVrbt3Vno+zYBI4EkBKCTqrdKs6AMYC8A/73tjAIjEHprrItkpzS61nIzKxtqhujkuEXI6hDYHtYp0/VmZD1UyEZkC1F+GPHnqIl//RH5JTeSKrQFS+/b3v523/3fP5J+//AO95eL+YyKhp9QVjqHzi77773bBQvmIH/vE1z+KfPfEJ3M+an773M2V7mJFKgDfc9xHOOTiXgM4VdOX41muu42nb2/zkpz/Kr3SHsCzSUAe/M9aNZIZL9vfPP3wfF3Ye5O33JWgzbGdoRjgINj8cHCbecb+YY+phB9tLRP5qAAAgAElEQVQKJOulmKplx2gZk0NXLC0z955T2JnxHRoN6Eas+eB0gY/9zhi6O1BjP58OH0qwEDh1HVx4GNiC7ZP2fFoDnSjXN3B6x3rcNlJKOMVaQSagtmQMWB18baC+TSGoFLacTfHlQCyHbIwM/Fxvp+OpAi/0V3PJneO9IvyPi22+or2Bb1ZPKw0/tn4vH0019C0SmCxHju8TfYawRZZtBi33Hk004th2HVbNV1fPLFyDaubS4jTXNmdYSEctD2kJ3M15/jf9EKD8Ou/mvfJtCI4Dskn1Zdx8hoBzcsCuW1j9uBd+mq/jn+d38fLwTF4mN1sShQ04E0B0Y+ZyVoRv5yq+nedNrz+LJ/AOPsmrwnNoxEBFladP3+aimKjf6zlbMMlROTJVOwflHj0fE/gQOSInrTLKy4GP4x+1OYA5IoNnZuA1U2DU/ZXLeMS1dM5kHmfrKsDj2Hp1v8eBFjAlr+r25uxpBeRyjG2pJj7hGMB6LDfT+vocxD5inbLPemxZTYHTz/oOH9votE2Z/X/k2Ofri0yqkDm4t5ce2Y/3yvjLM86cOcNb3/rWR3393nvv5bu/+7u5/fbbednLXsYb3/jG6bWDgwN2d3fZ2dnhoBrKleUnTpzgJ3/yJ/nO7/xOXvWqV3HHHXfwPd/zPbz97W//vPO5AiAfx7BarExOQiYRQsmqBzcFZG3raILSdoKWB0RWMzEQsBpJlHEw4Gf3AEWzme9kPM5b70drcm/AaoyRMWYzi/HgQ4P3sFh6exDVrJbLhOBJMaEpE1NmlRVKbUROpTjeWf+mna7Fb5u1nfcOyWliV/FCj6ICe6tDXL3DFyvUJmSCKIMKF/YH4jCyHiOtFEON1hOTo5FMitHc2Hur0UMcrXcsnRAHy6JGrBYtDsoq9/Qp0ZJZ9aOB9pzBeRbB0XUdJ5Yd65hYiNCvB5BA9oGucXRt4MTSAuTDIaKYA26fM601zCOrXb9lkd96seVJM4erNecuHXJ+WLNeD4zrkTQqzivL5YJTO1tsby1YekE0s+5Hsjb4oPz1m7d48U2ZgzHzin+7B3sCvfI7H1a+82s7mm7BJz635v137ds3r3eQPc+78Uk0TcP77x4g3wt9hnPK1rKDRQQJnD9cgQtoHFm2gabpaEsLjRiV4AHxKIl+SAxx5ML+Pg9dvISWYN0hjGnEleMPAv24ZlQ31X/0qng30HiPazwZY8U0Z6SP9hmj+FtUVqr0QEzF/EWLRLLWt4oqS+/NHAFjCHcXC8va5mxg0jnGnFkXUCZiNZKI9T/cKQ51uWkIIVhyo7B4WmWnBZjsLJfTgz9qqSHEevxJmS+wcUAVoZtltmtGV7P1JEvHAhsRY+3dDFS6prEHdwkcxJupvssZ6TqyamluXZQDNcAQk3ua3t0bK1vk7J0Y2yRsMsU1gJi3M5kzhGOZe3WIjSkdAYqUc1HfOwVQIqXRt9VxbrXtximxBCRTU+0ajM2Abb3WSjHWKWC2BmvB+6ntSJvzxMJSzue7H3iQV7z7PVyKw8boBTapc4ULcc2Lf/v3DDhRwFesVZ1l1H8P4H0H8AvySZ5/8sm84bOfsdeWGCNXYqiP583nmKsTXAW4zN+570O2PGCd5N1gyAgxQNupgZkMLNaQhLevHZx0BjJcLOxfhr1gYHLLWuvgy0NhLNuz4k+7yfpckFi28yBq/2v90rGRme6XuV2FobX71UCnYmhQMHlqBjq4Zhe2W2MLWxR3FnYc3B+VCyu49YTN4p13wt17wLXwNU8ozpkKl9QYxnWyXSzLrFeYIqXDaixbBws8O90u226bVhwnWOJp+IjeB/oQZPgM8NfCs/jKZYNmaLzQqfUVjCp8tDqshjzVQpKcnZsNNcSzm6dwrewYc15eCCgtHrHUon0XJSA41Amndk9xxp9AUUZNBbqPXGJdrjPgIle5HVRLRxARfoWX8UZ9L3e7PZ4nT+Tv+xey7bvJjOW/5zm8Sr7M3l5A31zGeKTVjv3xiKD+pXoTL+WmR9TszWWiR8DBHOipbu5Bs585EJvDhwqU5tL5uq9pfZ31aq3bq/s9NqZ75GxZ3XZ9fS6thI1yo86tblVn9zlmyyZZpuplwVA93/PjmUx5jm2/gjlUj7CLFIl/X9QVdW7H6yQt3fRI0FrVFXL8tUcDb/UaHgOH8/nWxNw0f2Ys8Ww/c1b2+Pmrc7sCIr/A43JZlv/K46GHHuI7vuM7eMMb3sALXvACAG699Vbe8573cNttt/H7v//7fNVXfRXPec5z+Imf+AkjxoaBO++8k5tuuond3d2JmbzqqquOgMxHG1cA5OMYIsJiaQUXgmJxrX3hrW5QrUaw1jGpMYJamMchZpogDGPGOZNdxhhNykm5cbkRHTLrIaLZ+ig5L3Rdw2J7iUgmx5Ec1ZxbkxmjpGRF/ikmGi84KThPBbJJeBZBUCt2w3nzh1uNxjw5zWhMpJhonT24yY44Kuiaw4M1KcOQjLHqhzUxJZw0bLVCEqXtGk5tWZdtjYll1zDGTAiO6IMxFzEzDAOaRg4zaBCimrHMuL/HomsZ1eKgtutwIpxddJASioG+dcr0fSSKyT/GxtPtdMZQirmgRhVEE13w7C5aA7zeQZHCNm3HYYzglP3DASVxsBoYVgNt61klC/wktyy84+qzZ9jpFjiXCCGw6hPn9tYkZ6zN7vYWDCM4z3ocWbQd1y4933D9yG9eWIHCs64PXBrW/OofXODfvmMotUb2mL3tSxeMSbm0OuSZp+HlX7HkN+4a+N4XbDEMPd4JTqI9uHLEOcvor4aervEmNU6Z2CtOEk6FUSGPA6uV9VtcDyP4QEyjAb1kgKLztSl0Ytm1dMERy8OnVwrwsLrFWEDaUOSGvrJWrti0l9q6poCy6qSXVInR5j/GOLFMOSV8YfMa52i6jqVY64Y0CzZqDeU656nOIwDLEMgidGp1cM77CTtkjLULzrHwnhTjRkZaAJRIaVpdegz6sj/KMTCbQ63XqzF8UrW6PbHazliOQ8scoQQVhSWYB4geJrMZ+z76Ixn6yuBONX5lTsMwbGRbuultOWclpTAIqmq1rWVZtdKvILQGu1OdZTnGKSApv13ZVozR6ibLsc+ZicpyVPDObD+ImcwcAbT1s5AzyTle/5/fz88+dL8xabXGbTrzZQeamOSLR27MmDTTl/dOTeM2m/iNi4nfuPhp+3+h9r2r57o+9Wd/0qrVU4mzG6kbSo/Fuq4YcPRFqjh2sHaFgi7zXMTZNpNJTZWNbHVeZ4ia6QzxqKy1RruwqfU7fm5OYFJUwb4UN8BTn2ibv7iCnSU8KYBHeSDB2aBEtfzURy9A/9myuQI27z8NZ09jGtYEfArS2ULWOjjtDFu1AVoJ7Ha7hLxkQce2LFhKYOFaOllaMwvNNGotLRrxbIUtzuar+Bn9fRA4KS1PdU8gEwkoitJJgxdPyontrYaDlK0YP1hN6nW0fBNP4336IF8qV/FSuYVb5WocSsDcpsfcMzIipY2GkbX27HZiiRyfhIULNC6U9lGWIHmKXMUb9BK/pZ/h+8PzOem2J4DgxPESbuEl3DKBm3kds+hG/ljBXgVMk3fQ7Ls/f18dlyuHrUkqM+dzRySXczZuMrop39F4DOAdl3sCSHEzfgQoqvXXx5ZP84HS1mO2hmy+W/O5Vxb2CHtY7sdgJmBw1GtpDpzqe7nM//M6xglUzs/HfL5yrO5yBmJhk5+p250zpdP+3PwKbeY7T/DNbyfH5/xowM2X5+b8OI5fq3oMcwBdNnyE0ZyvPwfL89/HQf6V8Zd//NRP/RSXLl3iTW96E29605sAeP3rX8+P/MiP8OM//uM8/elP56UvfSnee1796ldz++23o6q89rWvpes6vu/7vo8f/MEf5Bd/8ReJMfLDP/zDj7lP0cfi5P8Cx0c/+lFuueWWv+hpcHBwQD9u2gtYtspaVoASvDEiH/v4Hdx8402ld6IizkBjHE32aY0oLAhrQlNuKErOnkUoJEQQ+jGSszNH1azEHAlecWoSPR88SZMZkyRlGKK1UEgJVxw4m8Yc40ITSOMISUk5GRspUnr7JVQyYxwYVRiHRNRMLoGQDw1ZM21oGLKyCMLW0lzkAg7nPFETTdMwDiNJI6t1pGlaxqEvro9CHHqIZu6TFws0BLJGttWS8X2O7GxvseoHnAusVz19NtYPMcOA4ByhcbRti286lk1gXK1pnSeqw/kq8UuomklPsoJOXPCkobdjdkJKEU2OdUzsLoI5zTqPzx7JA223wLcBgjAMiXF/zaXVCoLgsiLeIc4jXtCY0Aw7O1vGEjuH1wwSeP8nVuzuCk87bbfq/+n/fIC7PlnCbl8YhifAb37PVUi7AA8hK13bWKyqmaZdcKIRnA+s+pEm2N/rOBKjSS+tT2lGvKOVTFJjej51513c+MwbcBKI40A/jPjgyd6RnVjLlJwmwODFgTfH4GWpM4MChGYsVFsDopzxIvS6cUWtILE6jjaqVrcnJq1ETQI5qjLESFOklE6E6BxN00zSyK6wVhR783EWdMRsZk8100sBkK7+r9anFUotSgFLrrilTpKwAgwrWKpyp2o0Mc/++llQNbkqy2SjVb5XeQqYKvuWynn0zk2OqGh1T95Y0adZdl1KAHi5YOBI5n4WQM3rn+bysOOSsqn2sc6hAP1a95lhYlinjH+V3pb3zYMzLcY4lPmOMZrcuLCSoyp/8sEPcvONN9p+RBhy5p998I9568U9Y5SgyDFLA/WAIaGuTHjkkUBqDrIqQAOKvbVpL30J3adgsJ5I5WjIWtaT0eajUqN7EA/L3l4fnTFi9oGxzZQ+rNP2L1tWlDfbg8sjheoIVTvb1znPG9LV+fvZ36Vuky3lGTvw8KFy/kFgB56wDfffiYHEbXjGjXC4gns/xqYnYx0n4OW3wK9/gEn++prnPYEtt82uX7LrOrZkybbfJohngWchwlpHPCZPDuJJWM2ffc4hk/AIjbNeGvewx4d5mK/mqWxLg1YQL7BNayZeRN6nn+MdfJSnyBl+kk8AiS0WvFu+zYhJPEnsGVEdl609pPAr6cP8U/n/+BJ/FW8LL2dH2lKCYiqAD9/xEW656ebpUgi1L+GMKZsBj3pp5+M4oNrUic++X/USz75bx2WZlH1V5+JqcFV/anJr7qhJ+S4e+W4fAydz1m+eGDrONIpN8JHvZ5PEq8dQt3UEYB2f2+y9c+A1B9bH5zj/283fO9vHESB1mfcrj7xGl9vP8XE5lvfzgb269nEwqZeZ6+WuNRw1MhKRKda93B4fLUC/3PV6LFA4P/8OHpdRypXx2OPn3/rH/J0fPfvnvp+P/OylLwpMVMeVT8/jHNa7LoM4VBMpFWfFLOynkRwTl1aZS4crQCa5QRoT3jtCELIGcFL6qFVnVYjjmr4HnLm0IkrrG5rWWYcqaVgPiThGxpggutLXMaIp4sVcW9OQwCmImZaMUekf3gNRRBK+CcWJ1YCkxkiWRFZPcGbQs90EYutZhh2sNiSxtdgipUhSII2MmtmLicYlYsyki3toTmRx9CguJ/ox4VXYIhPjyM7Wgma7MxA79KSYWCUzf3FOOVitURGCU3Z3FmwtF2QVusWCpYM49sQhs05KjnC+PyjGQB7vjFVLSWmDEosEbtlaH8L1QU+OjtAEq031AZchyMDhodW9dZ0DF1EHB3Fgf/+QVb8mOGOcl13LTtfQOsd6zKiz2kffKcG3dI1jSAZg9/dH1uOKp57tuXQY2V8t2Fq0fPuLT/JD95yzADUCDXzJkxt2t7eI1nwB53Pp96WImlvvucNME4ZSK+HIacAHR9ZEgwMxcC2aWY+ZIUdiynzmonLy4h5d8PiupdtqWS46AxGlFlaqE2mpKxQRSIkuBLTU94kIhzGiMaLO8VBtCC8mL3VA5xzbbQtNgwRjndvS/sZXcKI6uQ0H4ORiUaTg1rg9xmjHmDOrGNnve3zJvHtnEuimBDy+AtrSPqEGVB42AI0Zs1YAYA0OcgG/UIK38r45oDuCVWRjUz+ZOZTseiWAsio4N9UszkcFknObfAGTVJdtVtzhynZ9CWLmgWwFvY8IUJkFPXPgV16rDOCRuqbKIsrGfREMbEs9j2UbtU7SleMbxnHax5gSH9u/xEnvOdt0xJy52Pf85/Pn+c1zd/Prh2tuSfAT56+mdTbvz1x6mLfe/6CxaHMwVMHR4tgFaGfr1FFrJOvCtRbWEANHnZa+gToZ0hggzFbIJ2L/L3sDm6V1DY2CpAI+gTRsdhOKAHiud+uY7rvTC3WujyfNX0HlHBB2HD0nddMVWGasn2LCwGEGerjzeuD+suxBuH/HlpOBPXhB5/nkfuLeur86f4Xve9bNvOiqa/ibtyl//NAl/saTr+Xqtise3sYmx5yBWL5fiUTAq8m3nXjzCEBRBI/J5EVaILNgQUZ5OldxA2epfEsQoaQgrG0GcD9r/r78HgCec3yzexIflIv8aPhqTsl2keBbktSLtRiafRL45/lDwMiHeIj/GD7Dt3Kz5QfsAUubhJZNA3sDSlrm/shkzfz7Ur9381q6OYCq7w2lVtgXaT8cNVap36tQYoVaW92V++YR1qve42aj3lNtY48OdiaAW4+nsnSz98/zHpdj7ur94AhwuxxgPQYIH2Hucmx+8/vkI2S2MjMBKvM+/p4j24JN+5DZ8V9uvctt5wjjNwPnjzYeIQ99tHnNgPyjvd6EMJm5Hd/Kn5Xjudy8j4D28ts9Yq0r48r4s40rAPJxjIODA/ZLH60meFQTggEHJ9lYxAASoS91d84b25VTQrIjR3sMqzh8aIBMcJBTJosiofRWTBnNyqADcW0ObgHITo3xwpPGDJpZrQ8tNlLIOGIcaVqPYrLANAzkwkz1OUNO001juQgE3xBcsDrMODJmT06Rxpmhymoc6GPmwuGacYgEzYwihK5hTNmC+THShQbfBLwXmqyMKRLHgSyOlXOM4omDousDFl5YLDrcMtC1HpcioenI6ixz7dTMhHzDKiYu7e1xfhzpmkBoGra2F7QOhuRRFyyoTYngA1EimiENPfvriDSOEMwRV5wS12uGYWTIjp1WaLyys2MS0qE3l9Bx6PFNIAicWm4R44A2nqhwaRhwwbPVtiyDgLM+l+ux5/z+MPXU7IeBxgW2Fy2nTu8iWRjjwHOeJvzK/3yK1rd8+tzIZx9SXnBjQxLQnOgaR+uXuAKIQ+NISUgSLTHhIcbEkK3GsHhZEpPSugI6fGCra1kGz0O78KSzp9BSMwjCOEZaKQGDYIW1YuY0Y8k0j9HgrCvgsilS0GXX0TYNcWvLsvXltXnwNBaGqdYZNiWomFucD+NIEuHSOE7gq8pT22KisxShWSws6CgMJrrpdVgBbA1a5uYPsMm0VoYsVJA0A01IaS+C4RPAag5ngVM1LlAK6wmo27iIpvL6nMypQYwv+2xKIHmkpmcWjFHWrUFLdesrO5mCySrBnezgC6ir6+tsu7nUhk6A8lhmXYvcHpiY3VQkyRXsppTsOjrHUNjEBmNIhnGcWMZ//akP8uYLFwHlX199Hc86cYqXfuwDJUmSQZSPKLzk4/+J1569ip89f47zB1gtojJF4t9yKvBrq2hy1EnzV/5eqQHCWBdgTN0ILMobdrK5ma68SVElW41kG614T7Wwe2o68MoJVTqgopAeK/Cbp+pRA4nzD9k8LJsoh2MvVRAps4XzZbUgNWHHLdgx7tUVdXOsleqeo5c1G+lvBu7CAGHd7qW6rueGU6f5ttPPJe0Kt9/zbtarxLNO7PBjX/mlJPGo80gWrtpSvv66XZbBk8zXmYDV9OKhlR0yDkcuIA4iWioNrepQ2TSiz5ppJJBEy/fcznk9uondVi3N6oXP6kExzFGSZn7Gf0s5z7PvTfkujbkCk/KKKi9I1/Mf8idB4GY9Q1/p6fL+VBjBem+qiZrKzs3vL3Mn4iOs2AwYXE55DDNAo0floNOQ0od1lliqy6uSoR6Zm90j6rqeyzBRx5NLjwFA9Nh6c9B2uRq6y713+vsy+50rJOasG8f+nqvPH21cDhwd2dZs348nd/P5tvVYsO0LVUdoz+KjhmfHdvTY26ifxT8j2LwyvlBD+IvuA/kXMa4AyMcxuq4j5pHDfmRIyhhHogoec7es2cMxx9LUWxDF3EKdowmgLk398IaYyHEw1iFn+gShbRmD0nglJ3MozeveGI0gDFHRdYKs1ufQQRoTODPdGKS0cXCeGBNopgkti2Wg82IBXzJ2x4XAehzZW2eCG9E0kBRa8RymIl/sR1SURanRaptgwFcsWPBEA56NYy/1pN6Rx8TOIrBcNHS7u4TgaZtm6i3onSMET8zKOJqZ0JiddbB0IMnAo+ZExtN5x/bWApElPgTWfWS16slNoI+Jw9U+OUdGsd6DxMhOcGy1C06f3GbMmcP1SH94SN8ntrYb2kVDSInD1WDSzOEAxXqZydhz0Ge8Km1wLEImdw5JwnbrObG1hSZPzCNDzAzrAy4d9gwONPaQHG4ROLFs6bqOURNxPSLZmLdrdju7jiI8+8kNz7muQTDX2zGPrFeZw3HfMuE5cjgMLNqOTszhz0Wha1sWzhx8c8wle+npdpbFoFCR4OlzZsxK9gHJ1q/PaUa9A+8ZcqZtzHIihMCJAiTbwhDmGfOV1WrwnAjrYTAwUb4b9cEVQqCpLF8xxum8Z60b17sGq/VYLJdTrVxmEwSF8lmrDaZdrbEpwUAN/KbMtsi0bpo9OOuyKsuaApRZRnyela91kXVMgLMCtbKd2n6iOhTXYLMCskkaVs9dmd88yJvmVvdVwF1KiVwcUGuwmmZBkC+SYl8CbS+bese5BDXljORsCYMSsFVlZG35EVPasA3FaCeJHDGMoNS9roYBL8Jdexf5w4uf4/89uMAFhf/19A2cXCxxIrz54gVzVvHKb168kx3/dFilTUToMaB3CP/7n547yt4BrOCHr9vh35zbh0vlxR4maasVfFodXFckro3aC+5YwNT1VhcJBsSKaWbRNla7R8sYJGaZgwJnEgbA5kP10RnFmjmYA0KnG1RRpzdyNCJ1ZX5VduvzhmVtZvNtmdVMzvaf7LxxvhxTqqkYz6tvvI6fv/MuWJWVs+NvPesGXvXMG/DOs+08v/m1fx2HuZ0uWBZcanWCcZqUkCmJPfGkIjVV8Ti1Axa1z3MnVs8v4szNWcxVOAKuvNdOiSVBgzgCbjKJqq0q6mn+cvdk/rF7Lm/L9/B6/zxa2bAzE1Yvn9UqLZ+SR87xf7mX8Hs8i2fIGa6XU0dOnwLizfW7StfnUtC5aycwJa7qXB+N1ZrLwi8HLuYGLBPQucw2jr8+v1dNr8kxV9b5qPfLWSKsjiPJqcu8b5rLZQDe0VUfBah8gUDVY43Lnb+j03j8oOux9vHnPXT281+6zyvA8cr4ixhXAOTjGPv7+1xaWR2j92K9FlF6MDCZrIH3Xh+JktGcCL4lRMvk930ioyCOFHtyTjTemKMcWnCwGtfkPluiPJvL45gzofHoGgNeYlbkOGut0baeRRsYU2QbxxATLggUQJVyJqxWHOZMTBHVbD0n/YiI1dsFHGN2eCfgHVtijB0xklA8wijWy1HHhEuKVwehYWsR6Dw0vjF3zjEyikC22s6ElMx0ZhgVyYkQIioKzqMoycOAOYRuNYGcRprtE4wxwziS8kjCEVc9h31Pn9TalyjkcWTRNjjXsPSZ0XsGVS5evEhGGEZle+HJjITWcbhWurjGdQ3dIhDHzN7+AZnATudolgtOLxxOEuvRJMZdZ20g+hS5eK43wB9HGoQmGIsZ1LG9u0u3tbBgPGVzzu0H8Gbk0KeRCyuT3WbDFqiaQ2zjLXTrgsNnx6LxeN+xu7QO4EMu/fKGkTyMbHnP9nJJ42Bre5vW1wDKZJY428HuVmDhHYq1WogFBE3ZbjW32jkDtY4RTWkCfqhONYlt0xDalkUNQipoKWDGO2fSVWDRNHRNM2XJXWHW5q5/0xCZjGWqvLSyYBXAhZkhDXWdmo1nAy69yNFaJDZZ9JzSEQZwkpLNAkjFQFVtNTERSrUeVIxdrQ/6ypxUyXozYw2qZLTWPg2lllMpisqULPNc5lO3X10KobTw0I2JzpA37UwEiKVFCOX8R1Uo56a2xxjH0djhAvwdxgLXUrvDvgcRVqWH5ypGLq5XvO3Cp3jLCOxX2qseCfyd8RP80pOeyUojt7eRX9wHAjx/5yR/8PBncNuQ9zGn0Hpi50PTbGHiRy709GsMKIqUbIOaLNUnuHp19P0VDD7q0A3warj8yvVS1RrCyjRW/NTPls/ZP6U4pJa/6zp+tl59z5QBwFhRr7a/2vtCmDGgzE/xdBj02JweYlMX2gL3AYPHHuO2o7Mnlvztp9/I//D0W/kb/+EPzODHwy1nnsQT/I7dI4hEq2InE9jDesC2QKBBCASs7rlBaJy3+u7CJuJmjLYI7ew76FVKP1GPw6Hl3g6XYYomIs8MaubQRoA36NfyBvfI4Ph4A/jp+z2Tjnsc38AzHiEfrOu2ztHO6vIei9m63BCOzu3RQNv0/6OBt0d5zxd6yLHfjzaPz7uNL+Bc/yzbeDSA9FeF83nUZMCV8Zdn/DeI4a8AyMcxUkoMY2/MoZgsx2qyrI+hKxK1lEf2V70ZiowjufQIzKoMfaL1zvooamYVvd0UhxUpG7PYZ6URoW0c6mDRtiRM8uklM4w9tA3iAqvRnCXHPjKOES9iBjnR4b2j7y3gXMdMHMyiUNuOJoBDrV0H0HrH/pBKbZywHlcsfGBUwXuP8x27rWfhQDXRNi3rZGBwv++5NCpOIn0e2Vou8XgaUSSpyXedY/COpvM04gguEJwiMdKP5n7X9wNJPHsehnGgv3iJoR9ZjZnsHcEJQa0O0aGkWPwxukD2jv39fdYKcYh0HhZNIDmHSmZYJ7Y6MTCra+6/NDCOa3oVFm3gxHaHU8ca5XA10IpneyX5B4QAACAASURBVCl0ywZVM9yJgzKkaIZFqedgyPQHa8Ky4czpHcaUWK8PuXj/g8QM+ERoOnNQBZbLBdtNw1bXId4MbrYaD2rtU5wzVlN9g4qyGlKRapqJzInO2+dIBNWMFrnqqMp+jLhi8LQo/f+CBFKMhJQIBZAMBYjElIwMqcxZuUaaEp33LJpmarlQawZTjFAAUpUhSZFOuvIzl1UBE7CjsGO5SsaKtHW+3rwesTqkyizbrzBJdqdlZS7DzI2wgqQ6l7npFRTGYibTrNuR2fbm8/KycSKdGIayvzwDhtP/BTDO6xwn4466HzF5ucubnl5ZhNrOZCy1hVnN9VTBWn6I4FVp3KYNAM7RFGAds0mnxxhBhHX57VVZD4O5FqfEahztehQQ7Eqi6tw48J69e7lua4d37j/E/3Mxb0DNXHIp5YocwG+f+zi/u4bbOvi+M+Yv8zMPnuee0hvRwGC92hnElBHTawCYI3J/kK3u8VT5EByWt1U2sM4jcRRgJa09ZTYMyvz12pR+DubqJ3Ce8j9OBYXyI7phUuuHpp2tV9edY2yv1uPxctRCXW+w7bxwCR/o4Su6hpe0N/LUxUl+83P384t337WZzy4mRU0BDj34FvA8Z2uXDw6HpRbU8fduvYG/+8wbEBwJ5Te+/kW89eOf44m7LS+5+iwtHk/AyZIgAe8dtWLRlZrCqAl1M6ausu5iqpoGk5h68Zv64suEvpMdjRSn59lpnsDA7G1zJ9LjIOU48JyzgHOp+nHJZ339uNkJWH3i8R5/lxuPGdR/AZiu+rn982aR/jLEt3/eIPqLdaSqGvmvOISNe+yVcWX8l4wrAPJxjPV6zXqIZDFTk4gjBGCwgHAYViybhjRanVAbPH3KiIdhPTLGkRQzGqw5ePAeyUrr7TEbutaCwKSIJhBlKA6mzjkO+xWtZvpxQJqAl0zOFtjnuOZwyBAaIhk0se6VxkHjYdkEdNHQhC0aMYZo4U0W60MAbdgKI16E4B0ntgOLrmHMJo897BMxjpwfe+s3GHqSCNtNQ+MDp5YtyWXG2BrAyRZkd40n7GxbXefhAav1wKUsDNk6XweBLhhI7ceB/T6y8J71sGYpwna3w5ndgErGZSWXbLZqYojGoAyX1sTR2plEh7VKSbC3Whub51v61HPp3CExwmLRcaZr6M7s4MMCJdL3A+tBEBcJywZJib31SEor9g9WZN+Q4kh0wrhWhgzXnGm4+sxVyJBxSWmyx7vE6avPcmKrQ7zRC4vG6utWw2CxrwhJhJgTfVR8SCycoKKoawjeEWNmK1j2PzT2GcA7RjWtnGtai2G71nw2VPHekhHVFTXnbD0Fi6GNiLn3hgI4HNa4vjql5pkkNZa/R1VroVIAUV23yr4qS+icQ2YSyhqwJQoJM5N9zl325i5+qhsji9rGroLPeW3HVM9X/p/i8gLYpjBRNlbnVRJbl0ORcRUQNdUlihyxrZ+4sSI7c2xAI1jSaO5OaJufnafZcVS5ayr7Wxf2MBXWN3hfxIfgQ7DklPdHGNMxRvpxREQYUmJUnWpWNWcYBmMmU2IsTamTc3zg/AO87v7PwgA378Ade3bS/tGZJW/tD7i7z9yysLYONiplWA+UAgR15sKRYZl48wP22p17mZdfozzBKffsj5v1jVo9dkY5Cubmmr6IyTI5/haF/cLe1eVHQCSPdD6tLGBX5t/ySCBY/z4ug63LWzYy0olyLn9fUgOBTTkvC+AArtmGB8BYwwBfvg0v3rmBG9qruSs/yIv801iyIOFIOAJKZMSR8KWL4atvvIpTJ0/xzk8/BNnxwidewz+87UYcQkNDllzayWTe8sD95Jx4+bVP5uxiUWqpPB7BI9z2FU9hqhOuv00PU06DKRecQCOhHLo9lzaHLBuWrP4/nSp5BMCb/p4lZP6s488bSDxeAPl4xhcj5PlvFYj9ZR01YXtl/CUeV2ogr4xHG+oFXwQ5qJCdMwlYse3PMRUZniNjAbsURnF7e2fqTZdjJDQNfY6U9utozqQh49SCvrDsSjY7k9YjeYyMklE8Yx9ZjSsCyv460jaepuloGsdCMrvdCeuxlBODOryDLS/EKARxjH2PD9DT0PqWmHqaVkkS2B8ijYdLewcIxk754GhcYLHYousaxFsPwDEmcoY+ZoKHRdsgzhHHyHqAi31i2DuP14x31kezyQpjZkhmHLDuR5bekbOw9C1NcCwDSAjk7Li0v88QB5JvyCkxrA8Ykye7ohaLA023NFZPYMywtdWSD/dYj5D3LlgNVwh0W56maYheefjhCzx8GNlaOLplh3cexowOA7E3eao66BpPTpl2+wS72w3bO9sI3nphDkqUNTELO20gIuzlSD86fDb30sU4ElAWXVv68DUMeSQloR8GhrUydIGcYSt4CJ5l4wltS+s9bdsg2YBT24Sp7g8MgMVihFJVdFPjYmftNs6cOMHZ3d1JYlmNVTIm9xzVPp9SmCpECAXAVFv5Cs58YdkrEzfF3mXdafkxJlLZ1CpNLnsVbMJ0TBWowYbIyXDECIbKCLKpDZqC3BKszo1yKMfpdFOnqKoMZR6TK6nI5ERa6wprq4taW1nreOdMpM72G605bDmAmYy2bNOXa5JToq3AnaJOjCb9Xg8D/dBPbGQ/q2PMcdy0LSnzWWVjnsdx5CCt+feXPse/u6CcbOF/OX2a7OB195wr5jCJO87X+Sk/fs72A/DRXpnqDVWBcQOsOnj+Av7Tw9WRFL7tWvjl+9ReL6Ds189j0ulmBhkq+/j5nqsyW5+8AYLHW0zUZXW7LQba6offl21VtD//MNXfqhszGgcclG1UA5sFxnzWms0HgF01s59YjuWcTfP1t/01PnzuPM+9+izP7HbZpmMUS85sYa0pRK2dxYjVBN7qrsYTQDxBLWGyEHN27lxD41oaZ+DtS55xHT9wowE35wQvhTGQIi2VBgf84DVPssQaBvyMqJ03TbcTYYCytqzZAMSagJkuhxzlE/+qApEvxoD9i7WO7YtzVl/Y8cX4Kf+r+t27Mv7qjCsA8nEM5xzeGcvinWM9QkiJQbFm7C6Ag8ZHlsGbG3yw+r9Y7OYk9uSkRBVI1tZYnBLEKlGa1jFGW7ffW7EaVqyjuR2ianWKwbNsTNLZLbYIbaZtPa3z7B0e4rzn/P6qsIkBFatAVPEImawD+ER0DcMYGfcvknIiRvBNw4iy5Tq6rSWdQPCuWIzDMCYO91YELyQHbdsQ80i/6q0dh8D/z967/Mi2beldvzFfa0VE5s59HvfW43LLMhiXbZVAssCCBrIRDYN4iIYlBG7YHQQSXSSEkPgj6AFNetChBwJZCCHZxg0jIRkZGpgCU3VvVZ3H3jszYq35GIPGmBGZ59bBukZlUXbFONo6mRGx4h2R85vfKwYhMYghOlAZAwmJ3gZb/ejKraqz7gIHDjnQBWrfSCEiDEyDp8/KYEhB+0DGTsKlvQGhj4pK5KKNGIzelG+ez9SfDqI4kIwxcHx3hN6ptbHvg4cl8eVnj3z5hRdv7q0TEX9cVQnrkRjg+fkCJE7vIuVw4NuXC5++/hZtgyCRHCFml5aWw8IxRj5LBYnuacshoHINyFE0ZgLKKpmYhPLwQMqemppTQIKQQrxVJahNsBBmGuBVMjnBjoTAIaVb4MNVbqozLbOr18ycq0c02gzSuTJcV0Bz9eC9DYDIk7X82VCItzH2bwHibV2v1yj+17CaG0s3j/vZXqy3YM1gMiTzj+c1AfXKkN4YFG4gdEwQLdfHziSf5h/fa7jGtYD7GkLz9n5dmccxZb7X42KMr4zuZFVFhDBlpwI0HYwx6NdC7nm7QxWZoFtNqXujjQG9s/XuPsQJEBUIwz2B1+TTfXRsenp7a2x1Yx9n/vLLb7MZ/InlPV/3M//R79TX6gp18PdhKP9u/MhfOL5JGb1KNq/zfQDtBvYEivFPPcFf/WD8tQ/21mbHf/E1r12Fbw4F+544yrfvFPuunJPvuQ9hXndkBum8OS8DJ14fz9vruPoPk736Ea+3dQ2keQsuDfjfcKD4j9hrbcYTr2zrT3gN5PkFKBX+/D/0a/yr73/MgcQ/e/qHKRIJMRDEN4L8szRAAiKJJRVSiBQCOUQWSWSJb0KWZErTzXtYcVYvmHiX4pvoFM94Nq5bLQPoKOkGCIV88x2G20N9KwX9gwAO/36d36+vx+/Pe/X7c34vNwF+T6/re067bobe5/dgbrKpP1hzB5A/x7g80BeyJSYsDPYp60k5kRlEBRudPip9CL2CiTH6YE3XiHyXvW0XRQe81Ir2yqX36a0Es0AU5ZQLh5R4fzySU6LkzMvF0xS6BdoAGUrdQIOHc6QloTI8bTH4sr4b7JdKrxvDOiaF0i4sKZBz4XRcWXLCVDlvFZPIVivf9oFcQaEIda9gynNNKEZ6eSGqoiGgTbEYedmbnxeEoNfFC0QzAkaSyGktvEvX3q5ASJHed7Yg7Ci9Qx+dwuBiQttf2F82mhqnFboUSl6wklBJ7Oed/rJxoPOj40r4fMEkuBy0eSBMOB5Y3weWUhjD0F5RNUZrrClTlsAY8GG7MIayLJHHpxM5JHISB56hkI6+KHw4FbIkIkaIAbVATMJhXVAdaG3szUgBJAlLiKwpEoKwpsA2YMmz/iLEm73LdEwvncsurx68a4/YGuMtQGWMcUtDlQmOZIKlnBIpRg45825dbxLUm3JPXmVnV/D0tq7i6it88wG4HXMFZK8MB69SVF7ZOZjSygl+bwml4AzhBH8xRnQyAQrePTlBk0xwdU1rtWti4/x3lXheZbzESOvdNz0mgL4+J6N3xIyGL9SvQPw7fZAx3pJKPVxoMDBGAMyBYr0mpZontY4ZPCPmgUR1DHZVzJTWmysPWkPVazFEhH1KfnUMtjE8xMgam14A41wbTZXfHM/8z33nTwTh85j5jz9ufNwmyMuf/MNt9sq83Sgl4EX4SzcAN8+4eRK/8+Ly+pfvzV9Ahb/6Fa/g7GePewsOr7f/lm28grXrZJzhCzjb1+fP13TSa/fj+uaYR7y6Q+cxT29e/CtzeaOF39zPK9h9y0IaLoE14H/FuxLrZCSfuOG0P/yu8EceHvhz8df4G7944Xc+dv78L/6Yz0qmSCbF4oGnAik6mxdDIBMp01foINFh3XgD+IS5WTABYppiUWfjBSy4DWHe5To1KlfJ6CuLaES+//N8B4j3uc//f/P/9TP3/xbk9Hs192+C+/y9mDuA/Dkm54zUjRwD3QahBFJXTwXdzr4OaoPnzRjBXhfV1ZmJ536tBNipbdCGsZZCKonHdw8coi9mU3xd+Xy8vFAbfHvuIJWs6suPUghJSEmpZpzWRK+NnDLavAqgKnTtFHHf2/s1w/GRtZQb4Gi1cunw4VKJl4svdvogxcjoDWtGExgSMBlk1L191QN76nA27CBCKoXPjitmcN46KSfUhuOKINRWSXEFHdTeCdXoZvQh7KNTLxeWNfJpH+y983KuhJB4WgOnpSBrYhkQcmJM9q/uitjOGiMd5XR6JIiXr9e2c9FILKA5EAR2CfS6ky36mtsNevTe+HBRCIlf+PKJd6cDXaHvO+dzo9dBORyICUrMxBQI4uAup0BILmluFng+b6gOYkikEkkpEqOzhZj3fJqAJ9QCKb1WQ0zgkmN8ZQqmBNLTeDODmfAfoycdxujASV4L47n6Cc3fY9eQlatM7S0zeFP32Wvwy1XK+XYz7cqqfcfz9wYQcr3dNz9f2bqrTHSM8RoGI0Kb78Mwb/96HxIeo7/MDkiu0lteGcwrw6r2yiLK6Ii4hE9n4I7irGu/ykln3L+Zs+NdbV6Hi2Zb79TRifLasNBUWeaxZsa+7zfGcWvV2xRsMrwxMkanAOd9Q2+FN4Oz7WSE837h3C9UlAvCsE61itggiNsodjNehvGff+vP118B/uzTzsd6ZfjEweP80cHh7cmf/1f+9jbfMP31tBsAe3vR711d2Ks0NNh3Wb+3stDrv2sXYeTVk3gNmxm4DPRtTcVX87wrAPwceJwA9AYK39yHt+D4etr33fe3ktgJKv+z+E8DwguDL+WR8qcWfr1e+Mu/81P+hS9/zAsX/pOX/4U/ffxD/MV3f8xlpCHyz30RMQlT+GmUkCezF2afofcj2u2VdpYaew1pjThQjKTvyEuvwH5MtpAJJgtxPgWv6Pvq4b2Dw/vc5z73+X06dw/kfb5vavW94JQjeXRG7WSEpxSpKRBUaNGIy5HRA327ICmi9uq1iJZ4Oi1TmuiLgnMbvDx/4uvWuXRjb50QhGMJrClzOCy8e8yEmNDaCRjBPHwDfEf7248v7qQUl0CeDoWnEinZJZrbPhi9obXz8dMZxIgpcFEwAqNWrLnEcykJC5BTppTE2AclBao6a1IYpFyIpqQU0KGQEqLCTz49T9bFiC9GGw2zDiGyNWVYp6uADkwiDznCaNRd6d0474KUhYfjgc8fj9Q26M1BQyoFRGhDiDIY5pUb9EEpCZMVtLN3kDg4Hg8uDc0JFSHlBdNOMciiXHZlr43HsvDu3YFlKWx1sPXKxw9eOX04BL54eqCUyKGspBSQlMgxoDoIlmijzoRS70CU4ivdFNw7JzHc+B9POYSYE8sEjjeJ2TXZ8yrPnME013L5wxUETkD5VorWryzf9c1qnrQqeHqwwa1P8Fopca3nuCWxzuu9jv7MeXK9nTny5jKmepPgXWPqw2T3mCmwgrOHGiMpebBQmqlzOq+jj0FXZ8/VlPHm+dErWxniDbSOMTc7VOmT0TMGjP7qq2SylxPAxhhdCjwBIOIVFxFow9NwndkdXFplq42uSlUloAztbNbIeMdml8ELynZljsXvl/TO0M6wiqJ0BtvoDi7Ea1yaCguBYcKGsU8h8DZfn//zxuA5iPrvu71WP3wHyNn3/P4zc62zeMsO3hi8t9LWN9dzvezhZ67yyvS99SPubw7vby6rvPYw5nldwkwNBf4oM2X1e273bYfk2/lZoPwWXH7P4//HOPCrDz8ixkCIhYRXTPwxEf7sl79Clkik8M//8E9MKag6yycyWT7Bbi2JVyweiPbGB4yQp07WXw27pZDeQmoIExpef39ND72zh/e5z33uc5+/3+YOIH+OyTmzXZ7pn3Zs6M0iM1SpYl6fIcJPXs786HLGbHCSRIguXxMLfH2+8H9/tfHpZSfkjIbIKcOSCg/rwpoH8XFlDKUKNAuMoVAb2p8pJvRhdAapLB5sk4T1YSE6QqHVwfPlzDfPho7GMKX34aKnWBiqrDljKuQAMQyOS8ZmUqupOJEQzcFvLlhMZK0cKCxBqKPzct5R61hM1K0hDNSUEIRDKogKkcGaT5RS6Dp4qUaOnhyICnWrUIRjyeQlEPOCmNL2SokeJPPh0hhEUhzkciDY8N34MTiWzKU31CIhCsv6yBISS4p0vAdMUVob9D7Yto0PrTPwoJinzx9I5h143zxfMIV1iRyeTjwdyi2ptI3BS28UCvSdPhpjTGlvjKQkxOxMY4mZYEaMiaVkYpz+V+FWPm/MrvG5QCwTYL1NK31bC3cd+xmgeGUF3/YFvrV3MY9v13L4yd7dUke5dqrbLT78Cnb9uD5Zy2uSoi+K03wcES8Nv95+Sunmvxyqt7aFDfO0YIAJGK+3LYCGK5sDt4RVVbQ3vEF0TBmgYKPeALeaEbsD1Wsn4ujdP4shMEKYv3t68TbDqqqBth3GoAN7bzRTLtY9gsQ6GeMCvPTtxuYOCfP+GYu41LWIMPpG641ddyoOZj/qoGPs2C2PRTDKm3qE5i0udHEMlQMcAhziQrLBPx5W/qa+MKq/ols33pBS/C6geGXu5vN4u8xbIPr20C/mz9++nvwdAHcFgtcdh6vs9C0Ivc4v4n7Bt/M5/IUfC//VRfmtC3C0WyXHjzP84Bfgr19B6FuW8TuP6c2NXM+fb9J/I/6I/8b+Nv/28U/xL61/lK/0hR+Gwv/Yf8LZjF8KT6wx8SfTD4koSdxYeX0vR4wgh9l169NMMcQ31sw7cAOGEIh4r+H1fXtlCP0pu4LN69M4/7t7D+9zn/vc5w/GfM/e7T/ocweQP8f89Kc/5f/46oP7zyxwSJGmg19490hEOB4zqsJj9OXu3hrffPMJQ9kUDilxPGQe1oUv3j3SCIQ1USS63HF04mSHNBilDlpvbHsjxcBlQFwzy5p8ZzwEWjeaGtulggglCqoDGXBMBUuZRYSUHIwpg7ZXzAKSIl0Hn7adM51o6vvjYtCVHHw3XWRw2TYwDwJ5KAXrRkyRh/WAIHQ1eldKTsQIEiLbduHSE58qLONCN+V5V1SNGBXpgbIGcjlRUvD6k9ZnMqUwBnQGMWUQJeWD56eEyBIjo0ViXngsibIcMJMJYuGlDSLuyVQd9OaApsTMZ48HynpgqNH2Sq1KKQvvnxZKyuTpBRUz2rWORIzT4YCGTJBBCkdSFGJIrIeCiIcMCRDDNdnTF6MCvkAdDqxkdiZeg1yM14qHPvsRecP0XSWphstH2wRK1wTPazIo12CY68/Ta/eyb5y3C8qrB3Ko3io0BpPRxBe11762CEhMt3AenYBNdSCqCMY+Bsq43Z+x600qek1NvVrO/FmY4JBAQxkT4NMN0xlqY54KW3snSZiS1XnbU7rZcZZvqztxsn+t7qg4qG7mvZbb9TNl5mA4RWrdee6VoySv9xDQeT8SSjUl35iiTk7Bg69qY0epeuaTbrwAL+qPp02VZQKOExSuQTgGv69FABOWlJAYPVglrqz4zyEMJAqVnV13BGVj8K288C//Uue//E0cxCVeQV22yey93S6Yc62dqHwXkL296COsB08tHic8eTQBRyird6xednhY4VcWWBN8q/C/fz2vt3GTnf47P1xoNP7S0+CnwCEZzwZ/7rRylMK/vgSWzxb+28tP+Z8ikOHfXP84RwJ/ff8br2zoVVr7u2S13318f/H0j/Jvnf4kX4QH/kNx5i8g/DIPIMK/kj8nkSYQVERePbvdGp5UKjSMg9ncmkgUInmi7UK8AcU4gWJ6g9699uLN73eAeJ/73Oc+9/kDNncA+XNMKYU/9OWXHJbsTN+YrJYa+9bYvn1hG8o3NdDOlacl8/j+keWwEqIwLBD6IEYPd9la5VI7H7aNyxi03ul0ksGSEmtMPBwSD+nAaT044AyBHAJ9r9TeWefC+qyBJIKKMQakdaHpQDA2NUKD/eNXwGBXo8+gh5Q9mCWGQhEowWi9UZaC5AUbFRGXwqYlMUYjS+ZjP2MKOiBIJ+ZCM3jple25E3Gpa5RIDpGmLkH94ZJYEjMdVhnm+/ijN1gTaoHRNtZUCBEikbJkHh5XxAKjD0RdJliLy8xSziylsLcGw72OKkq3wL53rz4IkdOxkEW4bI1qOzl4ou0P3r9DgiHD3A/XBinBYVnIfYKzuHBYvS9ACMQIqh50c94q0SNEZ36IB6nEGKd1zF6lnTMl9ZZQakZ/kzLar+zcNZGR14WpzeAWnSzgNXcEkVkdYwwdN1mqzZ7DXYx9ivDSvM4AmA5SiJ5yOoGnqbKL3pjPMeb9mVJaTzh1OurKyqmps5A2ZjWIwhg3wHoZDoZH74ChvRGDp+4OHAD3IFTUpaTz9iyIp55OEF6HG+zUnJkMEnzjQh3AOvhW6lAs+nHekWjEKAzt2N4ZQxEGH82TTpspo7tkudrgo35LJHBRY1eZpztgKAACxxRYgC9TZE2r81LJg6XWeMSoGB3ilDILtLER45FQEh/6Jz7qN3w9NaA7gw9T0SBTgnkBLhg9GH/4l+BvXeCPrPBVhU8Gf7g4jvv1Hfjw5ovqHawrbCbw2/NKr/grAk+QVweEq8CSYP0cHr6EnOD9Ag/B/yicDIY4Zn0MvoHz8H7BULIsnNkmnu0EFv7F94VMYi2PfM6J9yys4p+7JJnPLpF//wd/nCUmDjFxlML/EH6V/3r7v0gEfrW857+rf4v/9PlvfhfsCvyZ9Zf5K+2n/Onlx/wH7/4Mi5TJGtrciOgE8dfdEC6efc28CAkhEShklhkf65LSayiT3IAiQJD4HUAY3gDCOzi8z33uc5/7/K65eyDv830jInxz2fjJt8+eICnGWrxQ7LhExrJyiJGnn3zD6dEZsdaUWHf3URHoo3tlRIiYGO9OBx7fHflCIsfkRc4SoudcpMildfrodIOtVgcZ1X1iYkoOgqQE0eijkzRQEUKrbK3Re+eQMzSlpEhZVj5fT8QUSKIzHEKozZm7aM76DEmMthNjmv6yQbsoEgMSG4doaMjElNjqIOggqAOUz9Yy2TIgeELlkjypNpVE16vPM5LjdAkJBIsEa4RYeHw4kEvwuhM1zlsHVfcYSua4Bh5jovVGa0bdd4YK2nd6h+feSSHykAPL4yOQCDbIMfGwPhCzITHRTCgSyFFJh4JqIAZFzGs0uhkhBdowPtWNa4JiFiEFCCG6ryq8kZXy6g+EKR+FW03DzTZmBpMJ9IAYu6Wb9nmsmd0CdsABlwfTQHjDFJr6tXp35WRLpv+vBCEDiss8GxNszeTRfmNJnYFmsoQ6WcRhRlClIfTRGTauHwgMY2v1xnpKlNt9DyJIt3lbg96bez5ThBCdvTFFgwfeRAyiS7SbDU8ttUFtlaYOSL2qzyA4YxsUtDYMl6F2rXQxhgjN6Vm20Qk6UBtsXCYD62E/ZzVeUKK4zNY0kqVQgvIQAr+YV07LIwUlhkQO0MU7SXeUTkPFhYwbGwNl50wMBZXKNjYE2OicI8C31GoMg0/4d0iar2njNXz0BTibA8RqHtDzSwt8pdCLB5P+9nxtCPLqRTSXiK4BjsGwH8E3k1n8tQXWCF8WKMEB5DHDgcyRA6oBC8JZKwRYMY7hgGJs7HQMJXEBMplFEr+Sf5GTHPkhjzyEA0RlKSst+GffRFiDsJJZycSvL/zq4cckIi+yIRKoGP/a8Y8TBRKRf6L8Mv/ewz/DXxs/4Z2s/LH4JetkEqNEmilt6Ja8RQAAIABJREFUekp3jDQF1/75Efc3TvnoQuFaZRGn5xBkgsPXz+yVfX/7XX+f+9znPve5z33+znMHkD/H9N5ZSuDpeOIyhBCFqA7CzLzQfjRlN+N82YniVQhtREoprDmyxANLLpTJVkQJnkyJ17dttSKh0wb0Z8VGpfWBKQzraEwQgsskh1BCAh2EoYyYIQVOAtKNx7WwlMy6FFQUEajV2EentUEbOuWInUtXogVKyZQIkU6X7JUbRyHtlRAXsEGrF1I5cqmdMBprjB6sWYRhK6NVQowsOfG0JnJKDsKa952NUeEQqb1Ta2VvSk6J02ml5COYMEbj8tKR6IAshsThYSGlRN8be1eetwujDZbiDKeORmtKSpkfPR0IIaIIEhyEjmG0KJTkFRcmgWgBY9AMGJ19OJhKEUx96ZkIlOKRF1Gu4TS++BxmYIOhvuisOl5dUFMuKjeAOE+G27HB9EYQdSAHD3iJYVZXTMYyzlRWZm3HtZYCVbbWbv5Fdd6PHQ+UERG+Pp/56vkZmwC8aocZ5qM4g9gnkJUpld1skFNySaw4ALUQPEjEPEgmKQyEJUc2nGEVEaQ1UO8BddDc6FFoQanasaoMc7bvQ2ugSselvQ6Ihb7vBPM6PzFjM2MgVK1c+sbWG83MhaY2JuQdVPPk3mGdhgPcZp2IcrHJOZl7DXPMPKXIL8eVVQqHIHQxLAldhIZysZ1Kp8rA7EIXc+FtCKCdjR1JGQudj5PF9E0AT1BtBioQIrThIaRVPCRHDHaDb8wJxHp9H+hUk85NiWkXJmRI6mBpMVcLiMDn2fj1BDT48QP80eDA8Fj8cab38JDf8RjeYaZ0e0FpdEls1giSGAiWXHq/hEIkksgkIk8UjunAD+IXnMKR9yEzUieXQkwLLzQygYIRiSyyziiZgNpgl0EXZ1M3Bj16Ku4qmSMrDSXKtZbiKnYW/sn0y4Dzi+f5vl7MexALiUic6aaRNCXHnoiapk9Ybp/FtwDxDg7vc5/73Oc+f0/m7oG8z/fN8XhEPm1UFcZMYX2ZlRciMx1SlccA65IcKMYIKRHUg9qJnsZ6bs0lib2yd2Ool5Gn2XWXRGaSJKw5k1MghgdyDvRhIB7Y0of74aJkL6EXJeaICOwDTI1zH9ReOeaCBKEgtDrIQzgsCyWvQKKPydLslViS9+SNzseXSmsQRAnRe/Jkpo2aJVKKmCiHuHDKmWE7IS60XqkdPrxswCBJcgCpg9GNFCKPxwPvHr20fm+dPpQxOikmHh4XJECOQicwWmOvlSFet2H1wlDj65cdI/BuCXz5/gQhE6KxN6XjXrS1eBT/0AjiC9QAxGi0MQvobbBmLwI3gRgF1EFZVw/bV48iAnwhmmeaKDhbuMbo4S+zkiIygaLMovAJJEWd4VT151NV0d6pwW4MngI6A2D69Eh64uk0wYUA09s18OCdNUS6jek29A7Ciz5jUtEkbIFrviRqDkYS3vFpMwxnYKy4PLUL7K1z6Y0SAkMHbXR6cNZYh4JAm97IZoN9DLoNcvQEYnpn9E4w8QBZNx0SgpD2C/tonKcwt5pQe6O3Cxs7qyTfBEiJNHT612y+EoERQJM4b9o60QaWI828DsfoPLASpfA5xjGuhLLQrRGTp9nsOjjT+EADrQxrJDJ7cbZqWGOI1+dU29l1eI8oDvR6v5AzbBGsuzUx2Gv4aBX4euC1OgLPCrt6KNFZPJQ0i3AQJxOPQQkKazQPLU2wCGQBjcY7gcfkxy3JH38IkSQLa0gs4YRxZiWi1vlkgkrmg20YH8mSeJR3RBaQyImFiHAi8C4eeZeeOMWVEoVYIIVMTYlFIpttPOCbX0WOBIwTETWhibPrz1IpBIoEB6BSMDx19iuOrGFBcGl4Z7DRb92GlavUVDhMACtTfp2J5Gtrosg87zXA5u91h9p97nOf+9znPvf57twB5M8xvXdkNNTEly4x8O64+mImBPKM/z+tkc8fn+hmpCToMCrBfZBDMYX6ciHFyCktHJOgAeowQkokBdVKSgdE5XY9tVWGCrUpkj0g4lAiEiNRIpc+PFBnb6R4y/onyiCb8HyuiDViiZTF/UzbdmFrAbVKiYINI8SIqTebnU4LkRXEg0SiKBYzIQfOL2dyiFT1ShBC4JkLdeuodmJU1hh4Oq6oDmobEAMpJspByGVKdQm0NiBERJWcC5IEbR3dG59UsDBzQVKgNaW1nSTwcDjygyWQc8bE+NQaxkC6kkqcDK8xgpLTQmTWEOKLdVNzGbB4r2MIAZt9nIaHeoiBBLmF2Yh4bYQAe++3fsOrR/BaFK/R+ZSr1/HK7ikuNzZ7BYVdrgUBRsc3ELxcfLgUMLjvcZhScmbYQCcbIyLusxRnDhOwIAwJxJhZY2FJK2rKbgMdja1VmnavnMD9X127A9zp1+y9T2Gg0W2ABFJIBDP22lwoKNBqJ8SAjkavjSqBvVc+2VVaa7xop5ryEDOfxk7o3d/jIVPDjDdR5ZgTJRi2Zj4P73i28wy0qaTkPsYBqESQgtEZuoMErAjH8DkxJ75MEGIgxMCwyqaNEeBl7AzZqNbQJIjp9KXuqHaUhqTIt7ywmbIP2IMDwTwDaaOARkjz9I8DaoeXySh2w2XkwCdcKXBkvn8NHkV5CsbnycN3soCIsc6n4SG61PQApMlerql4H2sQJCQijZMcOMiBCxuLFUQSHeNCI5pwYOUkB54k8chKJFGC8GALGJzKAxqFU8mUOJzizCtFAkJnNZeXFilk3NcsZJpAQ6lywYCDZA4ETrLgVUKB7u9MYFBv2xkRz6X1zkMhciRyZIHJKso8N8k171RuwTUi3w2tuc997nOf+9zn980Ydw/kfb5/RISRIiVElpwdiUTPlfd+P0PE2PugtoYC+0wqTBJQDRyjoCjr8eDp9CLoGL5oi4HeDctGVcMMorovLYTAuh44LsvsB4S97pgJo+HSyTA8wCRk9lo9HCIYp6VwOmX6qNQ9skvmUjslKjHFCR6MEDPpONP+Q+Ry3vh0bsSSyCUhdKoJuVU+nZWShVAKD9YIUth7J4bM6bTQ2mD0jmnwypMQWI+ZxzW7HFcdlGwotW1swzgs3hEYBOJQtr2SYmJ5KCQTelXafFx5SUgU9gQqBpeN3joxQwiZZUmekJqcwVIzGBBTJAbwnFdBIvQ2CNE/913HZP4GJtz8hCEEdEqNg3DrLgyT9QjANjrd3CtnNqB31Ix+LboXf26jBEx0MqEOZlendmnDWTSY/kdxwatNid8qCa+QKHRRRF22uatXV+yjoybseNotYvz6+XfI3/yGg9IxUBE6Csnfw0ONMp8jQ4kqEAzT4WB4At/nsdO33RN21eWoCnTbOEmkictJ15gZpjz3jYMUGkYT4xAiDeUxJoiRTqKjHIFunQouVRRPRP2oXzl4xYiSMWvkkCkx8VAWYoSWFoI84u2o6s8FG2e6A3+DPoGqYWhUnnmhsrEpXABRqMGTU4fAiUY2rzWMyT2IX/tHlWbwaXgojg2X2w7z0w+4DFkxnjA+DyABitgtfKcC7/zp5SFDC/CQAgNlCYk9QpJIt0oKhUwhkXkvK1ESCU+wdcdoBjpP9sAiC59zxEImS6BoZkHI02O4LgeGdCQbx5TRtPIUVwKdaAIiBDIXKoHBt7bzIp5NWugkyRwkc8LIEmcCcJieXKXftkauabTXeJp0+z0T+YpHvuCdpykjc3PAHYspxJsr8bt5pve5z33uc5/73Of349wB5M8xx+OR91OGmWOkD50l78ErB2JkjYl3p8xnDw8AtO4MkgKjNmIwxpjRJ9oZoqioJ6WqsOTECIHTMtNRDxEk0HtDVfn2cnFBlw1iFHLISIyk4OVsSQo5BuzgMrO9Gc/d+HB5Zp2JkBnhsKyzTmBg4kBo3zuXqpSUOOXI+y8/YwxPCa17w1JGpEJMPB7hsg/U2qw9qNQ+6NZRg70rIUYe1kRMwpoCbet89Xymqfc2pjFIJXE6HDlJpzdDG0hUgmQejpFhgfPHjUt1yW85ZE7H1ZNEQ0TbIEQPslnTSsqZNUdPxOydy2WfoFQcTTTFZLgnUY1legvNjKh2qw2I2StaIl690cesu5hCVjMvr4hzt0nNQ2lkgsssaVYAhMkwxcmuOPvivrPXNFZByQpRhM0G1Rzg7kO5YJO1VFqrzli25gzl5AgJgRT8PXl9GKYdCZnaB9Y6Fx3kGAghkUhctnpLbf1UG0Q4V2cmYwjOfM6NjBWwGNDogOhpda/rpVaGHEAgmrIzXIJs7mv7RGXmsfLJPPBkYxAIGA3DfaqK9+31qBiNkDOprOR4JDIo0yVq07O5YQwG1TrJ7AZglMq3PDMYPKMzdOe1TzPx2mO/eVsD5+gA8GKwNehTbiki7ObsrhgcBaJBwXhQcwUxxiE4G3mIvkGQxL2HMm/7XYCQAhaddZMQGdYJEY5dSelIlgNHE1ZJLJJZ5JFsMp2dnSwLi5mHIpFZWVlipkjkKImXsREl0mNgj5USAyEX1rjwlAuPkjxgyctteGHjwpnNOl1c0F3IZIk8SuGHHDmEZfZ4+iZGRz0lGq+/SAQW3KPr8lIPq0m4vxj/lgNcZZAl8ciBp3i4A8X73Oc+97nPP3hz90De5/umlMKTRfoYhAA5BJp64Enr0FunxcDHvvPt9oKNjhBoJuy9gygaEjlEkg6WlEgpuTxyQMmRnLO77NQwhCgJTElLpHUHERK8Q0+DkEImBQclUQJtBFQ7GWcVjouxWWVIRrLXVph4suUY0NTIMVFSZDkVihltwIfeaJcLbW8sS2RZVoopwwJ175QIyYwwMl0bH8eAoawp0WPgi8+O1FapTXn+dGbHwNwHFnNiLZFl9QTXb57P2GikvFKSMXpgf/7Ep30jxsLpUPj8oRDziqhyHpV9GDl1UlpIRZCYMYHB4FNTQh+kFCjHgiqkYIhNiamEG0CsOEDQUW9hNgLU0aafSighTqmoV4REAkhkFe9ydFmsotGXwzHOBkFzP6cCZo1qRmfQcMlrnVravVVqa16xMYN4DEhpofbBsD6dX+YpvFNue81zVYQyDBsOpMbovnCPAR07Fz7xYX9GQ2B4UaLLdU1BOxYCa/KgIckZZGHNhXPd3SPaGlvfqMM4e7QPY/84czAHJxZ/TAJi3eNMJPG0LLzsOyMLuzlnNsQ4WyOlTLSEpkFIgSOFLJEcEpcxCJK4WKPqmUrlhc4F77KsXNCZwLnjwPDabR9w+acBY/h5ObhXcTM4I1QTbBb8reapr2X45Y4BLmbUYbwL7mHt8zoXgSVAE7+cCc54CwSNpJAZdCS66FKSMVR5jO8oljDtlLDyKAUh8SRHWFaOsTDGBTMjpxU00nXnHQs6fYRryCCenmpENt3ZQuVjHFzS4DEtPKYD79ORIEamsFE5s/PCzm/bJ1dCAIXISVYeKLwPB05hoU2ZqMP0HSHhbYmRPJlCgDidiYh7Eq87LjIl14IQZxlG4FVyegWKeXKT97nPfe5zn/vc5+//uQPIn2OGDfZR6b15ZcRkKhaBJQpmiRgyuWVCN5omSskcU6REIHjgTOt9ltBn1JScxINbTOjD2/3UlGrGtu+kEIgJDikRSyaKzIVk8GCYXr0/kIhK46XuoIEclGUppCVyTJmX2rFmFIkkSeRDpI7ONrvw6qWhfRBCJkc4LIWWsjMtw6jq0tw+lLN1xgiM8eKe0BA5PSTIGW2D3/jpV4gJwToQeOmDz94dOMbEJ630rrQ6SDGxrgtC5MPLmd/6UDEdPKwHvvjhI+t6pM3SerFOzpn34UCKnvOYo7eO72MwdHgATTT2btg+bvUStQ4OS55+QUWi11UkCQTJRAmEEFlm56Isp9f+RRF0grrW3QjXVNm10a0x8C7COjoqXltiAntrBDP3iQ71jQdTly1PRjHF6DJNNVqYTM1kfLQ13wiYwNIkEmIi2I5qw2ZgyLkPnkWmR83TQ4PBkUg0yJJ5TCs5ZDZt7BEKwk6k18bzywe2uFBH59tZluFBMu5hK2SGAAiLZAoBywvDIhThkFcuuvE8GnUM97sG4zl1yEoOUCRQZCUifG7ChQY0NoQLFz6YuhCyK2f7yBCXk9ZZKt/wzKAChOHBSnNPwsG6ejfiINC6k81D4RRhYQIn82MlGsVA1Eg6Ox4jnK5+1whpgRw9GbkbrGVhzUeWLrTxNTkd6HlFrRM0cIgHiiRWMouBmnAID8RQSAYPIUJ0r3CxwktXlrggNsi9AycgU9S/LxqdQyx86GcutnHJnYpxzCtf5sQP0iOP4USSwJmNFypnOr9lv01HORBZCBw58AN54AdBOIj7JHVGQXUGHehkAkpAcFFrYpXFZaXTlxvFizCcQZ+bW38HoHif+9znPve5zx+skbsH8j7fP616r2LKhUKgI7S6oRifunfZHdIgr8r79yckJoYFTy8NRm/uMSMYdUCgM7SzqQfwWO9gEFPmUAKfl0g/usfusm1IjFNu6tUfDkgGgUEdglkjhcEhBUrKvKjyUj3EZC1Ga51hsJuhqvAyZs1AgK6UxQN5ttbQy84wQUKgDu9PzDaotZEjjObyyIfHTCTQgA/7xjhXAo1ugkhkWSOfLQdfoAZf3BcJ5BzRkGAk9nMFOqdY+PyHB0JeCDoYwdjrhdGNLRgSMsE2csyMfcdEseG+q8OayJIYU1ZXSgIiRYSSE0HEPZLRvVZ9Siyvnsc2BmbKp1uS6AZm7L05AFWXhqo6y9VaRU2J5uDREz9lAtZIswZTqDnwwvohQg4RlcSSEjE4wEx4KMtmO4bi/KF71yLqYNMUGYMIxBDpBkUDKQolBp61saaF2juCsNH42Du9NT6Mxm98+nr25s00WIOIUm3DgONQhMRJjLCulHJ0mKAdgos/N7waQzEu+zMWPYn13HZiiiQZfLY+cAke6IMqH2ynMqh0Nt0JwRnETp9ex0AMhV0vRHG5rIr3oTZzlvuCA8hmgcuYPsMOB/Pbf4dLbCMzGGlKTiOGDf9y09mdEpL7TjV7gqlE+EwcJJ7CyokDRKGkyNoDncFLigwgW2CNwlJ+hffhyEpGLKCx4KJgYQWSDEIohHzi0ipZIUT3OfcROMmBhwRFgORqAwnGh/bCh3ThN0UoRH5Q4PFU+EP5C4J4l+SFwQcG37Ix+EgGThQeeccvy0IMwiLptvHhHluXnwZ/JshElskeFsnYZNFdWB9ux3ALwmHWevjP3j/6B++P5H3uc5/73Oc+9/nu3AHkzzGpJHLv1DYYDLJ4OMTxuPAgQpLMkiJfPTxxWA5A4Lw1998pHHOkSLktzQzv3usmBBTLCbXApTU+bpXnOgvjDYYOTCMMMDFa3Rgt0KwhwZzN0EYzZ6qexwupJIZBV2XbdnIMM71T2S4bNjymP+RMKJkzjTiULi7HXFJGxIgjonXnQ93JMRESnI4HBhFV91kelsBx9lCu64HjYSWZ0s1o+6D1zj6EEBNN4MNlcxltV3IWSokcIpx7h9GpYxBIHEpkOWRiiCzZ5XSBgC5KEFhTpg/zfkj1fsZhhgRovaEW+FTPVG3sWr2qRF222M3DP2woGIgN73QcwwvOTVnSQgdKSlx6I9kg4+md0QxCYs0HVPA6E1WSKTqYDjyhmWExkdLiEsEx6O0yC+QDZt7PuFAcKAaXQA6riJqH6UShRu8VtX4hmvASIt8+n/3dZMpP+7fe52cOmKI2FOXCoEfoKYF1YoQcvTvvGB9ROjl4EmY3UHvhrEarlRAilwhLSgwzDiiBSlzU2VaEr+yjV4CEwW/LJ6pdvL+RwDM7xMBmlSjuv+2YhyKJeS+kumjyrIFkLjUVnDk84CDoIPCAgz3MCIJXmEx28jpy9X9G6MH9iFbgKIHHeOCgR4IOSjjQo3KUTBbhbMo+w5DMOtkia0p8Hp54kgObGQvZvbVWqTQeKASJaCqEEBltYw0AQmRhYeEQIiUFNDiL3ul84CMvo9JixMx4DIX3JfDD0yOlLDNJNXBm5xsqH+2nZFYyhfec+IzIKpES8vTRxqs7dMp4Herl2ZPoTHogymvtReAKDz2wyB26EIiUO1C8z33uc5/73Ofvfu4eyPt83+SYeVozFjwOJcbEkhO1uWSxm9G6MWb5eUA4Lg4GFJc2ttipTT2Z07wPUXvn0gYhRZe4hYCMTtsGTQNEY2jzeoBdsdhIMXEqhaN4l+ClnumzdB4ZqAxo3ZmhKHQdtNZoHdakrEvmdDgSQyDnwjCjdYUQGX3DTPm4XWjVl+fvnh747KGgQ/m0nTlvkZg7h5howeWT798/YtbZ953f+p2vGKORc4aU2HRgGmjnDVVjWSJfPD7w7rAQk9eiOCs4O+JCIYih3qSBouzaMQnsVM5j9y6+3VmmbThIVeuICddq+Xyt4xiDpkqIwb2Msy9REGcSYYbbZHIqxBg5hnAD+cwAmDDDcYjFU3nnc95aY9ROmUtunUAXAkuK7KMRcHknKPtoXAKk4FJaMyUTMB0sppy181Iv7L1R8spPW6WNjmDsNjhKQmRQx+6nxUA+HGgMmnX3NE495roP3j0tnhaqzvAZxphs5D4M1TMDpdhgSMeCwRp4lk6ls0ul8sw3YZbZi19P1Y0RjCpKwmYpvNAIbNZpYkQTni1gE9wNFeL8kpXJ2mXgR27bhZjQ0TmR2dln0qff98G1D9F/lwjM2ot34cFBYjhyGHA0IGTOMhiSsKEEGYwFVklU8y7Joxz5YVh4ikdElRIXghqfdGelsFlj8W8A1pQokrAxWOJKJ5DEIVuPwiEXPulGD51vpPLM7r2lNogh8RQWjinzRX4k5cxFvNOzM/jWGsVvhXcUfoGFRCLHQgoZ9Xzg6TR0KLjKlRmUG+CT6TGc+b1MkemUrvqzHghewwII6V6PcZ/73Oc+97nPff6u5w4gf45ZysJOJ829+zGMS2sQFAkRrZ0QhG3febkMjP2Wwjr24QxBijy3SgxeKr+ESElCFONcL/SLEkWRJDSEc1WCGu+OhcNaeHqXaPvAdFCHOgujRhKhlALmcrWciqenjgohsZREFIgxk5IQ/x/23qbHkiQ7z3zOOWbm7vdGZFZWFbs5HI0GGG1IDEAMNwT/SO/7HxAg0QTBPbkjwB2XBNdc8JfMZgSxSYAgJEEQP6pZlZkRca+7m9k5szDPrO5RD9RCq0vdor+5SERk5P30G/DX3y8VNhfWveL3FzpB7Z377U7UhubCNAmvH2f2Hjy/fUfrynxNzHmswjkKZeayCNYa756fCDoJ4c3jzDy/gVCe1x2ro4G2XC98clkIhE6jeuf5dsMxkCDZmJ9Yt3fUaNRoJId7a4TpkX1T9lpRFUxjjLZHoMkISYgqHk5iFOAMeTHxYGMOJVSI8FGe44NoovqxRKcdEx14x7vTBbKOVTrUKCrHBEeHGBcPJDZWxszLCuzdyaLgFWtjKF164K0O+3N0tvtOS8PmfPPGvd6hd9LQEbl7I6WMiNNSJ7LTcIoJd18xE0xGCcqDKdoqkjJbVEQSe3QIZ0+dL/2GRueZjRqBifESlYwTOtQ6iRWPQ7XSUUBzZyNJYo8XdvmQKR2tsjsO6szA7vKx0AYPbtEPMi1MCI8yCmle25XGCppRsfHc+mFzlXHhpfYdBZ5tY2YU4HxextbgRWayXlhs4jNZmDHUO00TT9GoMmyne9yY0rBsTlzIkliS8SAz17wwdWES5Q6sfUdRbr0jwNYqD5q4ThcWjNcxGosdHYVF0WnScA3exjtUMy8xDL4ZJUSYZUa183mZkZyxlIZijlGjIWIUEjPjOWQE08RiM4NWj4saiI62X2TYZGUcpx+oH8e/fdATDy8D8kNfn0TxxIkTJ06c+Bnj3IE88f+Hbdt4vq2jJdMDt5HhwkdRSO2NbMrKyrv1mdYae93IpeAhSB4Wx5yMAkfDoo4TwHAec6alQ00wwxL8qzeJ531jbc5X64qsDbWEaWHO0FzJybikYUy77TuEc28VUSWnTFYl6dAdth48vTyxdcd7Z90rXYcVUa1QkvLm8YG9dbx1nm8bD5eJz/6Xz+muWCoYHTE9CkacXjs6JR4umfvauG87/7xW6rsbeGClMCehqbGtz3z59BV7bdybQwrEMqpCbZ1MIDrIX/WG5RnPBXQY64oaGs5lmhGcbAVMkJKxQ60kgrWO7KKa4THIsYiy9Y72YQnOCKFjWS9ijAZ6jCkOkcDMWDVwgS5OP8pH9hjbgQbQx+n6wkTCkRrc+o4gPMfK2htdBdrOum+svo5WV1WiJIrNtGjU9kQy2JeESwKEB5ZBXpGRsYxOkYypcg9nY0dI1Kh0d1a5c68rwZhZuLMRBH/fOxe+wkQQLbjfcMtMKCudlRcmjBs7lYaKccN5IHGjkgg0RmmNMiymLfrYWGQUrSwERSbcFDX4PEa+bqQmM5UXWggvcR8XK+I2im7G7gMpKRcSj/ZA9sRDuTC58ml6RSBkmcE3Gs6X1DGdE06jYjosmFedmWQakxL5M16lmUUmjGCNRo/gxZ21Bnd2EsaDGFNKzGnmUzkyrBGEpmOaZWdT5x3vUJt4R0PaNqZFJNHJFCqvLdHmmYeyYKrMjIGVB3n1sbRmIpHJqCgXnTA1hsbdMdJoB0YRnCSjJEoPDXF8eoe2PfKK6aiyGdCPf+SwqOrRInzixIkTJ06cOPGzwUkgfwK8f3nP+20MxV+uM0mAI09Hb6jD7o3G2P67TJlYJsq8EAbe6rCxtmPKwZ233rE2smGzGsts3PZK9cb9aWdSIScjwvhsupCz0NrI0YUHLTrP943oddRkJCEELuVCSga+81Q31t6QFqg7YUbgLNPMw2XG8sxUFFNh3wOj8vr6wJSNulf2Hd4/b4gZ9b4j0vFQvO9Ea9xrZdsblZ27f+jFVJIpaTLmaNzWRq1B9AY5c5lHPizoqCuiwedlptMHJRGnlAm1RFJl9wZHyRDHib6mNE723fF95CatB2LDVtolaL7ivWNmbO70NHYfEWMHsgr0QFob2cNn8mcAAAAgAElEQVTQkY/snWkqFBda2+gE0jv3qHScPRohwr2vbG3sFLrBvXUkjWkQzIg0CGZKO2LKxa40Ge2osyhEZSaQyyuyFRRhjR3HERna0R4rt9ho4qQQnmplizsbbRB/BBenMOzOsy6jVCYSd62gypru9ACPUb8iAWC0aBQReoCFYDKx+s4Fofr4OUcOlSyjplxUmCh0MSw6WRJb3BhD9BuBcJMbT+6sPyR4XabCg1x5zUQJ4dPyCUknZoa9dpaJjRWJ4C4bq8B7AcHZ/EteMV6fz2QBSVykMKNcdJRauY15G4B3dRyLd9lQ78wimBbezDMuQYoZkaPiVWAPZ6dx54UNpSXY2s4kwRTKJkH2xCcSVEtc5kcueWKWjOAscsUP9d1IFEaxzvXIs4qOXVdFGL3Ew5idZWi0xyM5tMNBLD8sJX4wpo6v7Gg//VBuc5hST7J44sSJEydO/I/FmYE88ePw5vUbou5UF7o37vvKvrdxypiEXICuzCkhy0SLjqHcbi907+ytgo/iHc9KJygIRTPhnS9vd0pLRNuY8oTlQkmHulYbT/VG1E5rjbUGUxoj7AhclonrciVlo3ujdaXeX7jvDcvG58sF6WPjMXBa7UO508TtttOqo5pw79zXG+vWWL2yA8mMZS5jY9AhekNx7nsn0cgkmoxNhVfLQsmJhzKseC2cve3ktHCZYLEZxalhY5YhKWZGa05vnawJBKqP3OQSwu6V1kZxUaWTktHciS40AXHHUiJNRkcoYiw2SJpHGplLLbQI9lbpHvQ+Cn52b+y+07zRoyHASzR2cWjBjlO30TIqCj3GDqfJyM916yypjHGD6FxTANOxixckFTQ61TKqiSHkdXp0dipZlJeomPTRnNrvrL4fC4vg0ejRuVNZbOYiC1k7k43sWxwlORXnbX8Bgt7fDaurQHTYVPBeSWQ6iVkMjYxG59adhB67gRtXSSRLGMacZiqNySbonTz6dXnixhYrW2ysNPyY08g5M+vEG53I/shnOnGxRxa9AIaK4tHH+894vgE8s+Oa6OzgnQc1MguvmFASF0YueLY8SFrOOMJTXQF49oaGU0g0ESYVHkyQMgEHSdc0jKECKytPseMEz9HJKaOtfSyQyjLTOzzKTMnGUgolZxZJTCREDEHJg1JjKBfJqIzPcpPAOOZUGKMXWfSjhjgxioQEwxnWXidIJAIwRtPt2FkchtaTKJ44ceLEiRMnft5wEsifALftxtPaidaR3lGFWYYF8TBPsvfOV+uNL959OU4RjwZEwsk4KSdIeewQ+E7zsUvYo5KSoQZ5miEME+N9rZR9w9tQK5Jm8vyAICQTkhke435va2V9+57bHpg0chGqw/7uxg/6xh4frKzglkeTpSmlGLfWuN0rL3VjEuH19cKnaaH1sTdZBcQ7scPDkghJaHshYuF6KYgpj+UyrLcS7C7MKnh3JBVad3o4vTtiiRSVvcHz1hDrLGXmfbtjIiMvBtQONTspCXMxJs0UUTBjJiHuQ13DidZpAeu2sfXKTuXuO71XiJFjdIKNTo9GY+QgIzoodJws6ciPjcxjUkFdmZbLeB89iBjqsWgZUxPSMYQi8M4rxSbAWXEcH1ZljBdWUgRbNCI6uw+F1L3z4jdmsbHpCcPCa8EErIdRMR+FMi/9mRrbMU8hlEiojK1BiTQaOWPHUaYoOIH6e7QlQpSsGSPG/Wnhmh/JpNEwelC7l3hCPKhp563f8PiKGp1JE65w0cJrHvg8/TILC69sRqUwwpGDULXYcBnEdqfzjpVLFESCR524hvFAYZKFzQPHmUmEOpNmzISsQlPltm+MoZeOR8X2SsLo0pnzRIogWSYLmDtdnUKmauO9P7FGpx7k9UF0ZBzJCJmrJqIL2YxrTljOXPOFDBQyiJFILIws7UVmRGQcKxKIBA2O7GFHREiHvlhIjPXQQzE/NMYPPal25BV/mCjKR5p5ksUTJ06cOHHiFwpnBvJnh6enJ773ve/x/PxMrZXf//3f5zd+4ze+qbv/qbCuK7UJNRzVThalxo2OsO6NHEqKDjqaN0UUkaEIKolGp6L0ulEYismbZR6lNjmzro0ezm3bMVWSjnyZoNzprM3HBmMPnlvleb3RevDcNzSCEOPxUqgR9AZedyabmER4dV3IlodyFz5KUES4tZ0fvLtxEeO6ZL71cB0qWYtxYh+j2v91SRBCmpT+Ya/y9WdkNcyGbfa2b9zbxm2vWBK+PIqCvDtqwcO8AMJTW8mSuGRjmWamnLiY8a3LI7VWSp4wU5qPWpt7raytse6Nl3D21rj1dewIRqfrBzI4TtX3Q0mMoxUUNWbLg0zq2PNbRIkjZ1YJZkl43+nu7NIIhedoTGZkgXtsdCrZZm407FDP2tGMWUi82M5KxSO49ZUaYxnSZSzx1WOio7EjKSgkdms4lR2hyiCXt/5MapBlwUJxUSwGGV3I7BgeiSlGDq73/ShLSWRLuBjLUczSpfFL2fns+iskD64o7+I9GxsamZvsvPUnUKh9HJeSMnO+8ppHfiV9i0/sSg7htV2oyMhvRuBUYEyhPLODGD0CjeCihdkKr9UoXfnfyFRg62MXsR3lL5MaOYOkBOFE3+kS3HpFelBkWJibxihEknFx4WqJq3e6wlu/0azxD+0OMhKHcxjFg9JHMc0aDWEiO8ypcM0zyQrFjEULmTGxkw+tz1CyjLxiUqXTDkKXqDQgjomM8TrLMGPjjEbir3OLY0MRPnShHhMZR14RTqJ44sSJEydOnPjFxDdGIP/sz/6M3/qt3+K73/0uf/d3f8fv/u7v8pd/+Zff1N3/VNCk3OqGutOAJpAtsSR4zcTWGu6JixiXXCBgbR3riWRwSQlHCBG87ezR+aeXl2OUHnI2butK2MhLde+EGvPRoNq94Q1UDdsr2YN5mnnoQgtla+B7R0IwUS7TBREhGtTead5pMiYjJBLFjF+5vOb/+CShItTdWetKQlmlc43RFFNx/uH9e/YWzLOguYCMKQlFoY0Nukwim/L5q1dsrTFJ4lKUnBN7g8zYa3QZVlAVpXlnrRvv1o1b29m8oTLG4vvR3ImP2RORIB+ve5POjpOsMGviJRzrTgZmVSabxuCBGmKGuVMRmo9imedooAnHWWPFfGwxop1d+lFEM4i7HOZZVaHxwh4Q3g4b5mhY3Q/FUdRwfxlNsOps0VBJiMDWO0nv7H0j94lGJ6IjUgBliSAILrxGmLj5KHpJAa3vx8RIRuhjBuO4wIAtoImHvJAB73e2I0f5AtwCfhD/zM6GUjGBKQoP5RWf6sy/CuETuYxCGZkILQf1CZpU3Fc2Mb6QSpKhrqXoQFBkZk7G55JIrhCDSNXo9NbG+wggG8WUVIwlz2N+pB8U1Duyt2H9tJHve1VmwpTigZrzzhurVXrv3Kzi3VkOdbBTue4Tn/mMZyOF4gJoZUoTqPKoF65pwVS4UsiSj3bSoZiqjNIZ0SN7KHb0mB5tqCSSpGFLPtZIP+wuOmOyJ4+0439BFL9OMJ5k8cSJEydOnPifFmcG8meH7373u2NuAui9M03TN3XXPzVyynySj5p8D9bWiR5szbnLSuvCy7rzD09PfPvpRtBHeU6Mse/YxpKbaiLqThKji7DMhQnFZBjhWoeSho7xVBu9BrXtVO8gSq2NJI1kiX6/E+E8TDPXeeJhMUQS0SC0jTZHb5gKT88b4gFFmCajRfBVW3l5utFVqevKVJR5noeKEiBdyJr4/DKzLFcmMxBBTGnd0RZIdEKErTlzmchZmLIOxbA2Xp6fwEauq3mjHbuKh+sXCWcyxWXYD0VtTGr4mHYwE7x31BI1glkzs+iY9ZBExnnE2OrIDkLiB/5MVSFc6L0TcQN8kC4xoHzc1atScRyTxD02IhLtUAyV4JltkABNNDZEOmqdnYYfWuRKY8YIb5goOYLwRA4hyYUWN66RSW5MzGSU+5F/Sy5s3vBQpvQaaBQZra5FF5IorRhZlFmU6huzJlZt3FqlE9y48WW8p8XKjBx234nCzBuBXyv/OzPGA5lZEoFRbOEeG4OujyxlpIRLx6IREhQXLnHlTS7ccZY0YVsbkyt5YvPGvd1ZDxt3SCWJEUkpaUaDg9R2QpXaKtv6QkVIOaMEc85YHmnBrVfuVHbrQ2UmKBSmbMyuTExc93VkcdNo0DUxNCWmUiA6D7qQzJgs8ciCyqCJGaMTmChIoDqoXcige3Z8zhUbPm8CZxDJRBzHix6uAOGDWfWHtxVPonjixIkTJ06c+JeCnwmB/Iu/+Av+/M///Ee+90d/9Ef8+q//Ol988QXf+973+IM/+IP/6u1s28b3v//9n8VD/G/C//39/4d/v90gJephnxMXZjNCg0saObJ5Uf7jD/4D2UYlf+uOilG94SgVPmbpdu9DaaSPTJ8HYpAkMVkeJ7s9cEvkSEyqwyaIUqsjBibBP321c1MnWiUprKr41kbxDUJJjWspJBFyCN0TqwgpjEUUtXaoiTNv3z5RI8jiXPMYuw8Efxus0WkxFvHaXrkzlM0+xhhRHe2SqzdMhMkySUBN8Wg0YairARGBCGPrEUMF9MjQGekYxuiMFKGyx35YPTtP2w3H2dnpOCiYQpGhJoWMXCNiRxFNkGSQeZHRdnkPH7G9gA1Ix/c7Y7KiHoWyNWBn8F0FJgYpiiP7WPOwDK/H0L0zyMgekCQwvmQnKAASVIFZweSYAzkqOFXgRb+eCGkwLkAI7B1ux8/tARcFaeN2pg5JhMUKOQqqo6G0ACINy5/y1Rf/CRH5OP2hkinijJGI8Vr36CSUijLMnMOiaqLsKJ3OHpVg5P4MJeEkClkT6g4aKMY9Ogq8xE4iDvWOY+w+gTq7bOwxmnGjO1egi3DVB3IMtRiBO439UFwvPppmrzJjkSiSKVK4WDoeDawykqPvCb46coZ69Jrax1ZTPhbcCB+mMkAO+6kctDAd/2Zf19j80B8+fufET4Z1XX8ufpefOAHn8Xji5wvn8Qi/9mu/9j/6Ifx0ODOQ/33wne98h+985zv/xff/5m/+ht/5nd/h937v9/jN3/zN/+rtTNP0c3FQ7ex8e6vMlo+dwWBKmRbB2juRxkLbv/sPf8W//uV/g8ROi4Y2BQOzTEWYBLZayWqIGsSOyYyqklIwpcK63Xiu0HxDRIkw9rbSFLwOBSgXA5RiyqT2sXFV3fDayEuhmPLqcsVUud03tr0iESQDJZOy4HrMdbQ6yKmOwpKkhkvgorS6c/Md6w1k7BImSUx57FgWhHvbECuoyLB+ho8cY0CKsaeIGdcyjxN4ERLDBhwevPhOpVJpPNeN51gZFBhGbYqy0HkF/BKD+Ikm7tRDX+IglYP47IxJFSO40ZmAjXpUmjgLDSQjxMgndkcZJHOSgojyIBn3jotSmHgfL0eL7OjPTJLpfie8s7CMzUcdwwyNTsFwHbZNEYG2UTTRI8CUhtMkuNUbrkqTlXZYaF/bAg4Txqe6EMAncgEK01HPc5U8Uogi7Ayy6TJsl27CVQt/9Z/+Lf/X//p/EpqJGORvwVhrRVMau4L7eF97MbwHzTe6d7olShqzKhNKD2GWNEqHNLEr9L4TfeeO42pMMpp0H0vhpb2gydhDaTH+T2oNYqirJsaEsNYbHmO2A1E0GosqSy5kK0wsKMGkw3ptkjAZf0d0TBQ5Lk7IYbMdZTeGh/NhTzFEPuZjPwxjyEdC+UFFHERz1N3oj9DDU1n86fD973//5+J3+YkTcB6PJ36+cB6PJ34R8Y1ZWP/2b/+W3/7t3+ZP/uRP+NVf/dVv6m7/uyBaULvT6o0AXI0shkhQZNgpicYjoxSmR2LRhSijfbG1DtFZe8fU2Ugk9bHBZ4173fH7TjZDk+GdUd7RhZDOPBVcYLpcKWpDGWqVLEJ0x7LhIjxcZi5ToQas9ztv3z9zbxWzY1swGVWE3jf2+8bzfeWyZBxINpE1kGOo3XtHIiiMkp4oY/DcR5qTW10hnDXgMReWPNTZB80kHZnIJLC2Skhwp/HiN97XO+/izkhPjjTaLMLuG69lYkZI4agaopmdUZTTvOEylFwkCGlH0+cdj8YYR3E2OgnDZRSbEE7tjtCPTk3hMT1gIWSXQfSBJsOymijsEXzp97E+6E7FucjERudRMkmCHo7lN4gY11wQgr2+sOiEq7IRg7RqZ+87d21gG5VG0kR3Z9aFa7nwKAXjgZmFWa5jLkIa6bA2B4ZoYqeTDHoY+6H4TZqZZWhsHSdp5ta2I6eagYxFhjYmLzwFmoS134mAyONig0qnRGPJM/3Q65Iw8pNqbH3jK9/wUGYT3HeKBpaV15F5NiVCSAK9jTzt4lcuoqg4FsHanbso9+5UViaUxYyLTXyWL0goBlw0gSlZy0Hihl3VGKVNSQ87NTbyhyJIjGmT4CDTjJ3H+JFc4o8SRfhacTwtqCdOnDhx4sSJ/2Z8KFr/F4ZvjED+8R//Mfu+84d/+IcAPDw88Kd/+qff1N3/VJjmiSuQ80QIaDBaO/tKrY4nZ/fKy7by3G6sOOYNj4p6ECosKZM7SFooItToY00uhAfNyLRQrKFSeI6VpDOFwGyiH6Rjj8bLNsjX3uqwLE4Tc5lwhZd954v370mh1NhRUcqUMRtbiNu+s3UfxMTg88cHxJ1QoUnw4j7I5V4JOnMZDZqTzizJKMmYxGkYsz6ANHoMK+oaO+/kmae2jUn3ENboLKIYxhTOBSGr8xhKThNfiZN6YxXHtfGezh3lLmN+Q7Wz9p09dkyckMQe69g1DB/TCaH0GAm1qxQuvSJaxu6mJHZfqdGYtPASDcepzXmKDSNI6NeWSOAiyhUIKSTLiCSSwCUZa9+42MSGoxgb43nvsnH3yq6VJ+vEMZnSUC4krunCtyXTozOzkKSQ8sjtGc58NMLeBKY8sdeVnG1kChnTIlNKbHUjpQxHWY0GYx4FRdQoYah3ch+FQ4KM5tjeEAEr+Wh0VYrMmE50cWpUigh3S0g27m0nSfDcR7NwcaeoMKcJl4SlROvj4kJyIclCikDCkXAIwSN48Y2NhiJMjLKfV2miSALGe5cM1DJZM3GQ//JR6RyNxoiMPcUIEP2oLO44IYM4ishHYpg/GlW/Vhg/KI5wksUTJ06cOHHixImfBt8YgfxFIYs/Dp3OjU7UZ/bWMBL3uDNpAlGiNao3XkoHEy46c1GjeyZr4jIXZjWet8q+j0bVkcETgpWXDp0daxDWKWKINVaMvT2PU2HbEZykgpjxellGntKFL29PhMthO4UlJywEeqO1nfdrY+uBlLE32QlmlKdWETWMRGuOWed1LvQ5oZYxNbbYEVHe7c9srVOHNkr1Su/OpMaiE0pFvPMAqBXeq/Ngyi0qW79zEeMrfOiOKoh1mjfu0umx09HDtNpHGRCN1IyEIT242IWFieozRQ33wHSonlusdBHuvg4K4s4eG0onUUiSIQqzj9suIjzIA2GGirFoZtIAb4gqScpRdDMaQt/7SpfEppUX+ujhlD4sxgyl73ObSeYUmZgpVGCRDBjBTmaQ9C6KWMYsiCZMVvAQHlLi4ciRNpsRHePyKob3TquNTMYjYQG5dUICV2GLRm91ZBNNxuaowELitWa6jSIgj06N0ckqSRDZQIJeG5tkujjNd4iOamFeZiz8aG9NhAsqyubOdFh8u0Nj4x77MA0LTCRelYmrTUjAojP3qCRVRJScbBB3BBVDZbQHh4zbLyL0cBCFGJMpLXyojzjIUBKXgx5y2JzlyDWequKJEydOnDhx4hvDmYE88ePQesPraFZ9TFeSCg8+VJQcNmydIXxhD3w6PRIyCm56GOve+Mf3T+zdCXbMxmi9N2dOCRdlMuMxX8CUdb2DCPdWcTqTGdVhd2dJhmalbjv/eHvBpdPVSKZMc6F7UFTY+p3btrPXTpoSKWdeXQqzQpjTYjRSVjq1boTsuHVU4D/X9xiGV8d87CtWOhdNZBn1KrM5roHNw4r5RX2HSyOZMGF02QkculAZsw/PNOpR7TOR8VbRUIoLysQrzYgYjjADtKEq7cAmjerO+7jhdJ56IhBy34mozFKwmFAS5bAxPspCt4JJIolyEf84qyEykXTirb8fm4k4T+y4gWowc2claGzMTMw2oSiv0kImcUFxlHRMQoQo7isqRpbMTicDpIQRqEwsWhAcTUqLwEVwc4I4XlcnR9B7HwRUDMKxcDbfCVFeJLDexgi9+pjHQMkYKRtdAg9BxOm9s8bGqkHKY79Rw5GeCXX8UAojFLXCtSR6GAWDlEdxbXQ8xu3WNmzEYsbmoygnSSaJ8pgL39bXTGS6AAwJVuhYzmQSE5kko1G2i5AkYTLKlCIEOUijE2wxCnwAkoz20w9lOPqRKH4YzjhVxRMnTpw4ceLEiW8SJ4H8CXCdrzx0xVXZ6859C4J9ZNOAnIypZKQ0amrQjZf1TutGlk42ZU6jY7T7yOXtJmhSzBsv9cbbVYl+xzUz56E8AXQTXINWO+9qRWoFjFSUrGlYFzM0caw1Vu/cJZgejFc2U2kUAtj4Qau8X++0Jse8u47SlLBRmJITCefu68hFTglM2OrOnRUjHarfOh5DMzTApdLFSTLz3uvIBwKFRCYRvTGny3Hqr0wYEh3B2NioVDyCm6/0CN7T6RiXyAj7yEVi9IO6BQ0NCFEiX5ktD8W33giBh3QlpLBJ5e4vEJ1NZZA2HGNHuFHVSUwowgMTIoWgcaHwLRmE2VAiRsMqAnsclkzJg6qaklVIPGAiFLOxwSmjsqcfts4tKgikGIQv+pjK8DS0M3EnqVHV2RgEz3uQBUwEs8RFlWQJ7200zuJoOD1GIU/HUAs0gjllTBOTCWtzIhoAi40srPbCrOPI8GgUSdyj4YztyehOJIXuGIKReEgz15RJoZgaqokeTqWSxdCUKZLIjBbTrkqWjEqgAiKKxGih7eHsOBJfT2kUsY/E8Gvj6akqnjhx4sSJEyd+jnFmIE/8OLysL7zfGykJJWdKFl5dHo9dwUAD1rUSfeLlaaMTJBVabGzR2XcnGI2RoWOkvNFpN0NlRW1Cs2PTQvg4wxYJwhtv9w0zx8pEYPRUuOoocgkC9c5La7xtG1fLhAi93eld+YqV9/1GrZ1bdcoiVG1kU7IIVRN5lIeyRwff2KSPLJlmdt8JD0bKTBEJdt8QSVzJjDUM4dUx7LCE0ORKizpyj1JY2dnkBfVOR3jxnX9mZ5KFHHcazkwiBzxyATpVQbyN11cWcl64qpGBra0seqWqsUugEmzRucUdyQoK76UhVGpsTJpxlJ3OgxQ6QSYzA0lnZhnEPiM0r2zieCg74zl0HMuZIkIRwwAtBfogfE5QvSKibFFZGVuXFoYLJHc0YLFRbqQxBiNCOq4CIbQWNHV6vQNCmmaqBK8yiDiZiRpOA1qruAlVGpnR0ms+SOYdpzusvdHTKJGZbGFBxnsO1KENs2sb73mMSZkWTndHYliSS0ksaqSUDnupsrEf24qKpowJPJJxWUbhjQzDrkswSaHSj6bbYzQjBhksKEX0UBCPUVDiY9nNSRZPnDhx4sSJEyd+fnESyJ8Aj5dHfjkHlgLEaK3x/LLyvN142Vd2H4tyX+xf8sZ/CWKDanR1BKcf4+Y1OtWDIhUkU9IowllxXKFYwaOCw6INM+PiC6pGEWWPRkTjZX3iVleebitf+caUbDS+JqUkpelQAPFgy8GclTc20fsGPYgIqikiworT2p1sE4sNtU0wLjLRdUb6xoUJl1FU06SBj31G1zGnvrMR0dlCWWPnHpVMYpZOix0HrhRCFGUl9NW4nZ64qFE0USyN9k2cfOQhmyguwT12nmJjUWUvwS7OhI0Zi+jMkghZCBE4Cm4mUSqFT/WKio4mVQxBWH1kGyvO5g1XJyNccuFBlNlGTjHbKL7hIFgQrHS8b7QIiid67GQtQ3VzY7LCLRqzZWrfkeN1KqG4V5yRRyUZTYQpJx5LYG4kLbgletu4+c5dx+xEcYZ6KdB0XIhorkNpjkZIYLrwiswU4CkwEd7kh5FxzEqPzt7aUa4DPYTshpnykGaWNGGdUdYkw3bsjH1GkrCIMLNQZBrlRTouKyTJuAxLacfpETjCHiMrmsQokg+r6QciGPxwsc1JFE+cOHHixIkTv5iQMwN54sdjrzv/tN3YbpVaN3p39u1OqFHmhGii+U7LUH3DtSPa8RR0AkuJTTodmFNmFoVIH0tESgS9VdQ7HsFX+52XqOzh3KXhEty4M3pxgujKZUrMnyi/LI8onTnNvN+fealfq4SuQfVGB+50MkFJBVNjZrR5BsYlvT728cZofJVhQbQO7plqkA/laG2jyVRljMAHzhqNK2Mz0ER4oBBqGIHFQmigeWYOeC3LUM4YBK6qsDJahb70l2OmZGhTRqFTuTDskjvBQxQqThFjloQADzKBKDnARZgls3tjPWyba3QaTpfRePsmL4gqpkpKF1psjNWHocaN123j/X6jR8fUqNF41JlJjEQBG0pi94SEj11CbQhOJtj3bcyh2Jgp6RosZSLFyA6Kwd0r1Tv37ozJ0B1rd7w1LBkhQe/BLfph6oSFQomJN6Z0hvV0s6D1DuLcRJC+U/pQDCMUaeO9nPJCVmO2aVwAiE4AqwQhSrfAkrNoQilMYiMzqqPRtjOI6TC6Qo9jZTGChJFEMRmbqD/8q/TDFuNJFk+cOHHixIkTJ37xcRLInwBfrl/ytN952UcRiU2KpUxXZwU237A0dh774hRRXqUHVKB5p2jGcTaHl/3OP7aVvd1Z+8aLNHqBGo6GUSzzMM9MCA9p4tXeWXtCeqV6Qc3RYqxRuUXlpe8078T2RNaE4sxWeNAZOcynD3pFVGi+j+ZMRhlOkdGsee+NWYVJM9sIxRF0RIdi99w2ElB0kBSxo0AII0WMrKNlEOUzzSRGc22SzD0qrk6XxLuoCCtz+HHbxsQEdCxgtgsflg/3qGRxZp2ZpAwCqxmNoEtwSTNbq9z7iqDiONoAACAASURBVAbsR6bOyeCNYsa3bEZUyKWMTUig+VDsau9UcWr9kntvFE00ERIxlEQSF51ISQiHrQ+Sq3FMaDhE+JFzBI+dLEKXxGMqlJzIJmzSgMSLb+y9sR0blvTOgo0GWh3FMrU3COdixqQLSxcK4CZgwuoVVWWPjttQJ6V3ehuELiRTOnhLXMuFT/sj306vCBs2a9ExrdJF8BiW7NlmFpQsOqqBLGEylGAExjNUPAYRtBjtqUnSscX4o/i61OYkiydOnDhx4sSJfwE4M5Anfhw8nJs5+aosMo8NOodJOhpBY8IUlmlMCjzXF/5+/ZK1r2we3CRIKUHAoplLMt7MC29kwlulubJLsGvhyTd2D279xt/f/wlvMGcjycSkAlqYI7jGxN4TM4Wixq7Q+o2jZpQN42oTfrSS0u6IKLMtIEpzJ47ZiirwVWzM3ek00ISiPKZM7zDFTEoZD1hsYlgQYWbkEBv7aN+UzJ0x65CiM4kjJLJMeGx8WzJPIaDKIoUWdSiMOg/yo2PD76KZ9iFH6kFrbTSXenCPTseZCSzg0/JAToXJEl0OxTcY+TsR7m3lpe94CM/7nWSJpGkUzajxRh94ZY6pEs3ZRegSEKPoxT2oPobsI8ZU/VF7wyVfUXFmNVYqIcpTrzxLo/nK5EqVIBHsvQJCk4TXhkTHzMgx81pnbPTxsNLwZIQ3qjn1KOYxdyaxw2Kc0Ei4K5MbswRmmRBjUvloYf1A8jrj+c25MDHyr4Zglg9X6WhDdQzD4MgqphjH88iijs+CwEc18QM+ZhdPonjixIkTJ06cOPE/PU4C+ROgTIV839hr5x1P3LaN1jt7aoQpe4dQ4R/vX7D4a2Y6S1n4LCaUzM03NlUqwot2nvvG0/YWofNoE4Uymmz6xuzB03bnIhOf2ESeElOaqdHovYIHa1RcCpNcqAgTztUruyQu+grMuFNpfWcCXuLOlAo9nBe/kUxRMUwVj+BiiUcteMCkM65+1OIEXQuinSoyVDwZqlkd/Z2H9dUwGduTJXbuhwFVdRrTD7GzSMKs8EuqmAtTSjSCYhnvTrizto6IsR/P8aIFJJgs8SpPqKWxwQhMauyDuuI47/yGd2cPZ+uNIkbWUcYyUVgwPl0WkmW2utEjuKvw5DuKkHvg4WTLiCvqMehUCBdRzIRsRpVhCV6j8ba/AIF1oUmjmFJlaHZNBCcotZMwil646pWE49ZHWY8Oe+0tdlRlFBoByTs1hEUzewTmirpgERjgmkmayQreO5aV6MEmTmPYTtWEh3LhdVlICGgCDZJABxIJGHlYw5A4uk5Fkf8PWfxhuniSxRMnTpw4ceLEiQPBmYE88ePx12//mr++d3K+MBXncRI+yZ/xXG+I6mEpdd5nY/PGczSk7WgIV5tIKiw6k91YPJElsSFMjH2+Rue27ay98kmZ+Lw84gGzTkP96UGKhoWjOpNk4pnA6RidZxqLZsISXzEydEhiMsPDeWThdb5wj0aKCY1KFwMaqJEIXMA0IaK4GO47/eN8gjJJ5haVHKOkZo/KTid0ZsEgOi6dxRauaShZRROZMWeREG6+Uyjco9HrsLn22ugamAqPZcLyRGjwJkZpzH6ogSHj51+8gXe+bI0UigPlUNsmCq+T0dIgpvf9PnKWBF2dglHrsONOaWIOCJkxxgehJkctkzKsviHC/9ve/cdaflV1H3+vtff+nnPuj5kp9tFi8vQPIk0hpilg2iIKAiElGP6AQAsT+wSbaGwaoEBqlB+tPxBsGgiJpmBMMFibIARMGqMmWIkENMQYKwHBxBobS0Dbh8HOnXvP+X73Xuv5Y59720qlt33a3imzXjAM596Zc/bcnlI+d+21FktpjHXZh8mY4eIUwBVqAqX3gmZP2ArOYxPXTKavrhi1MaVeGX3Qd2k4mymvrwRniiXMARXcGnMp5JzwaqgLc1FEM4OsJ9PmzMqNhjMJSBGKKiUnNtYDa0x6xXGhA0MpPSDuh0VP672KgkqfqNN7FHtdsf/n/g+JoBhCCCGEEB4hAuQh/MjiR3hg2GMXZ9X6kvmd6bs0X9JaZkMWzHTGTDI/ms5Dra5/p7GDYC6YZWBCgSHNyMDOtERaZq6F7TRgyVFJNBo7GEsaaitO+x7FjZnOGVlREEAZUmaQOfjIjEwjcVwLed4HsJTWmBI0HNeEeCUpOAWhUZgxw3GBKkoms2urvkB+vX9vz0dEMhsIGWFIhQRImlF0QUmpL10wA7d171ummbO7WuEpgRsrcZC+03I+G9ZVUGMmioqy5w3VhLuxovXJng1qmzCHPXEW672b8zTjWJkz5IHRRlbjRAXOKIw4xYU2jmynBZIy2oSGoN5Xo5CFJoqk3o+49Np3N5px2nbI9H2R4kIS8JxJKmQTvDrFM3lSMglJykRjEGU3T6zUERvZc2OmfdXFHMXpf86Ggzjivao4qPbQ5mAyQzUxA5IYXpTJnMkbK4GUFU2woYUsM5B+lVjXE3V7bO812uzKjMLMh4NAqKLs1xT9oFexUzTCYgghhBDC4xU9kOHRKEpizrMTfV1EGwHY80TTzIrEyhrNR3Ztlw0KLgMbacHxdTAp3piYs/TGg3WPVZ3QLAwFHvQ90nq1wbReNVH6OkEKcFw2ST4xYwEibM23yShT24Nm1Lwgp0wVJ7lhqmRJeM4sMLJDRVikY4gkdtsOyY1RVux4QxlQNwZxjMp22iRrX/xumtlMfQ2D+n4Vi17BdGGcKrWNiChL6dNCZ1mQJMxzppTM4LJeWA85FUwNsz4VtTks68RkE66JsVlfUg8MAosykFJmsxnN+lXKkUbzjE+NmSvH8jFSHvrXr1XcjUmt3yhwZ08rJcGOVzwbTWFV+zoS0z7BtKRM0UROiUJi7hkmKJZo1RCBpuubCsmp2XFx3CtWjZSEGbl3R4oypd6HqOYUKRjOhiZGd8QASTiwIQmnIiUxWQ/PZ3BygkFhI88QyfQ5On2tybDuURUg01evuMP+VVNBSaIUEkV0PTOVg8jYg2QIIYQQQgiPXwTIQ2o2cX+dgBUzBuY657x8Plu5DyrRaWIvneB/yXn9amFSmq34v21ipPLdtkNpiaEoyIzZMCe5MXhiYIZrJpnTvF/ZnMuCJpUsMEOxzS2SZvoSjYmlO1Iyi9nAMXEmM0ScrAvaulJafWTEQBJLlA2Atod441jeZFuFnAacvv9vUxOTtT4J1SqQ0JRYNoO2IjusmKilkDCyKpocGQaO5TmjTZivewXpa0tySj1Ao6zayG49Ay6sDFydSRLQ2CwDkhLT1APkqo2IJKCQKmzrnJwSQx4wwFqlWmNMTnVnz/ZwFZpOeN7fSQhY7/ssmtmzRtbMnMSsKEVmLNbV0mJ9yNFkE6MZLQmViqvDTEia8NoY6BNTEV1PYm2w3hmpzUFgSAXoU1pFFKSHvUImS4PiLM2Y3DgtjZScuSqz1Fe8FEmgkCWRNO/XL9erNwxxfdhVUyGJrHtR5SAssv6cihJxMYQQQgjhKXLEPZDTNPHud7+bb37zm4zjyHXXXceP/diP8Su/8iuICM997nO5+eabUVU+9alP8clPfpKcM9dddx0vf/nLaa3xwQ9+kK9+9auM48hb3/pWXv7yl3/f14wAeQjH03Ge02aMOjICWWeQhNEr3/U9lnWHicZpTvNfaclIY06hWcW9kqpwQTnBYjbDqvdg4ZkVlSyFTKE2QzC8QEmJpE6SwpbOaDQ2yKxofSBMmtPEWLZdVn6GM2a4FCaHWdtFMObAs9JWr8xpwhGGpOsLpv264mhT39agAmlgWUe8TlSbaEOmqVJ8RMQpQ6bkzDHZorrRmyaFkdr3IaY+m3Ug98fTSEU4Pa3A+37IhShzKWjJzG19SdYc94HEQKnO8ZQZNEMWRBLujdEb1Yw9Gjttl+YjJgZFaABG73Ose5jCyh0z2EgDJcGJcoxjsgCD1KCasfSJZrBDo/rEUAwVZ0iJQkbdKGRcMuZGrr0SramQVZBmpNS/GVDWA2kQI2mm/0pDpO/UXGE0N3aZGAQGMhtlxrYoKj3kJe1DfwRhIPfZud6fti/SWHejSlqvZ+EgRMKjh8WIjiGEEEIIP9juvPNOTpw4wa233sqpU6d43etex8UXX8wNN9zA5Zdfzk033cRdd93FpZdeyu23385nPvMZVqsVJ0+e5CUveQl/+qd/Sq2VT37yk/zHf/wHf/7nf/6YrxkB8hC+277LfZxhkITrwCgj6spgsFClpG2GnDk1/w7nMefMtGTVHE3OIFuU7CDKXBO1NFAFVVYtkbX3My5EKVKo4mylOSIJFWHPdhnbCpeJM0CicKqdZgHMgE2Zc2y2hSO4CFl6NRHvMcOl9SuOolQSCWfVVrS2QlNhVxQXZbAlxRtlljietlBJOL2yOakhOFWcquso0xqVJdPU9xyenirNKxupIG5kUU7kGRu2XiMiCSrMUyEZLFLp12wFVDO1Tbg4oxu7VqlecYWljyQR9lJDUdwr1UcE2HNwExaaSAKzvOB/yTY4qAi1TUwYy+qcsiXQcIEhJUSEzTww2YjInCba13Y4SGskLZRcUAxzIWs56DFU+tdDZaDiFJzGRE3CHrV/4wBnlgrFE5up77B0EYokkihZlSy9ruh474FcX0PdD4z93z047l+v3686avQrhhBCCCEcvSPugXz1q1/NlVdeefA4pcTXvvY1LrvsMgBe+tKX8qUvfQlV5QUveAHDMDAMAxdeeCHf+MY3+OIXv8hFF13EL/7iL+LuvO9973vM14wAeQgbZYMfyXMcIbuQ3Vlaw1BGg+LGznLizF7lu5tLNpNyYmPOrlVSnpOl9WDihjgoua9hkL7rcGKikPokFeA/bUVyIyFsS+K4bHFs2KS5k3OiiZPWVyglJdxX4IqmzOSCCbQ24XUJObNycMkkjOaNrLCdt5nlOedB3xvpK6ZSEc2cNmOeBKcxYDQatSqjwIN2mrwOiAOZIoXNssHCGuIw08LUjIwzY8aJknF3imZ8gNErDaMi6yuvlerGno8Mktil9xNOPiE2caaNeC5M9L2TRWEjbXBMFsx0gOaYVVbWWBn8R90Fm8hJcYRZKsxEKRnE+8RTU6V5Y6oT7oJqpiRh0NQHFOU+zVTXOyX7vdC83g85YTRWSWhphdV1WNRCFuGYZrTs9y0mMr2inCU/tAzD+yqS/SsP+wNu9iNhhMUQQgghhLDvO9/5Dq9//esPHl999dVcffXVAGxubgKws7PD2972Nm644QZuueWWg+GIm5ubnD59mp2dHba3tw+eY3Nzk52dHU6dOsW9997L7/3e7/F3f/d3/Oqv/ip33HHH9z1PBMhDSJ7YmxqSWl9hkSHTp6VSjdETwyyzMSTO35jjqmSZcTwvEITVejNic4OkVJxdVqgo25JZMCe5MpfEkAYqRi4ZJJHdEFVQQ1tDgEaiiiBaSW1FAyY11LTP4GyNIoqWTWaaSHlGUmXVllQfcUkste80TAjJRlRgkIFlbVQ3TtUlWH+eQmGmiePDjGXNDF5QVabWGDSxoXNcrV/HRKm5YSq4OU1gtMqO7SEIp1mikphwRAwTw+vInk+Mpr1KR2JIyok050fKD1F0ILnQrLK0icmF72IwPojUiVQGcpqRWuW8nBg1k13XX28BA6195UZKCXBUE5ISC+n9ioMm1IU6NUSVUWzdx2lMg4I0pmmFuFLSQAa2NJNmC1j3LQow1/610XXd0Hy9HsP3r5v6I8JiJ+t/xX7FEEIIIYRnlKehB/JZz3oWn/3sZ//Hz3/rW9/i+uuv5+TJk7z2ta/l1ltvPfjcmTNnOHbsGFtbW5w5c+YRH9/e3ubEiRP8zM/8DCLCZZddxr/927895nkiQB7CbJixKNL3BwKjG8vVLo2BoQhJFHdlljKS8zo0joxmWHUEZ0NmlDRnUwpFMpuzGY2EKJg3HEHVEYG5JyAxuTGpk8Vo00gT8HVVy6wxOCADG2lAVMlpQMVZtl0EZwdnlYSBEW0rFJBUEC3ouKKKsaq9wpg9U6SSRdmazfE6MNeEq1Ib5JRZeGIQZZYHXAUrBpowM8yNESMBI8aqjlRZrxChodp/PtNGxmbrAFw4LpmNtOBH0w9RZNbDlTt7tmJpjZ1mjG0HaZXiguqAi7PpjUYizeeMVkleaVkRz8zqhDtYFpL3ITazITFIZiYJRMgkam1MXhnFGK2hOF76jkdpTjMHSQyuDJKQYWDQYb0yQ5hp7v2L66mm5n2bYu9btPWuxf/ehxhhMYQQQgghPDkeeOABrr32Wm666SZe/OIXA/D85z+fL3/5y1x++eV84Qtf4IorruCSSy7hIx/5CKvVinEcueeee7jooot40YtexF//9V9z5ZVX8o1vfINnP/vZj/maESAPQVXR1pha48wEKY/knPH10JXJoUjfLF+nyjwtOJEyIgOyAMcZRLEiDCnjqlAbmFHdkKTMU2aqK5r3bZFlXc3LZrRmzNNALnOQREoCNtG8T3hdqbOSSvZGbksSmXmecxxlOY3glTOtkqRgrTJTQ0lszudkEZIBKJZ6j19yAzFy6X17Pjguiqx7Dl2d0SogLOtev4KqE4l+NdQYWa0H3/RuxcRcEuelgf+dNhnKQMkLzBrT+prqGTOW9iAqoA2ya5/To7CBUilISYj1YTeiheJCbgYupJxR76GsDHM2ZSCnvu5CHVZWWdnIjhiTGAlH1NGcoDpijiGUlBGDWc4UySRNJEm9UivraayA74dFoK6vG4vsr9FgPRP14NJqhMUQQgghhB80+1MNj9DHPvYxHnzwQW677TZuu+02AN7znvfw/ve/nw9/+MM85znP4corrySlxDXXXMPJkydxd97xjncwm8246qqruPnmm7nqqqtwd37913/9MV8zAuQh7Nkeu6OxcNjSQmvOYtjoQ3VIVJkQYFMLx2ebaJqTciIjJKAoTKrMVKnWmMY+oXRIuU/VdEFrorTEIg+0pBRNiDhuIw2oquxKZfJKMSN7ZZYGFrIFKPO6Wq+gSCxd2FmtGICclO3ZJttpk7klJnVSKTQzHGNQwZKgeT1tdD2MB+urIiavfbgMTrWR06woZEavGCOjNQxnNTlJZhR3jpU5P5zmFE0UmYEKy/VgnL264kFfgi1Jre9JTKrkpBjra6RiSE6I9Z7MQqaIgTnNFVFFREmqbKTMeZoZ0oCKYNbYbT3A/lcdqTSyCEUVzYncHDVo3n9/aUrOidm6Z1E1oQhZBF0PDDK39dXhvmZlv3oYYTGEEEIIIRyl9773vbz3ve/9no//0R/90fd87KqrruKqq656xMeGYeCDH/zg43rNCJCHsMEG55UVG3lGFqfanCqKuaMIA8JMBzZSYXt+jKSwO43klJGk4IpXR1zZLErVTMqKawYM1f3hLMKkzrJVhJFiTgbmacYgBdyptqK5s2qJvbGRfI8kUFTZKhsULWSBiqAqTN7WVymdlpWcEip9Xk+Wgrvg1lBzVj7RcEYaS6+4GIaxxwRUlm3CNCG1MEeZyYxnp81+RXfYZNJejWveqLZi1SYmX5E0480Z3CjrvYbS+uoNkmIKbsac1K/imiHNqaS+81D713dO6sNqUl6vIRlZtcqOjSxtF+g7JLMKg2Y2m1INJlcw7ZXFlJnlYb1jMa0H2PSrpiKCrwNiw/vgo/VmRREhH0RGIiyGEEIIIYQj3wN5FCJAHsJ8Y86JSVDPYBUTZXBnxcSgiqY+oVW0MHNhkMzWMOs7Eh1IicVcEBqG0ZpTU8J8JLkj1ofy9Emeie1kjG2kubBXjeVYUSaSOPM0Y0vnnJcTkhQzx7VP9XQcEWWiz45JCuoJldRD7PpXTW2i0vrKCRqnfY8CnKEy0VB3pqliklnojLkVzsvH0AJbOmclgiZlahV8YjRjt54GemXQ2sRcEkkzQsOb09xYpcQAKJBSRrz1dSMu/eprUmaamauyKQNDKqCCizFZY7eO7Ngek1WEfm04q7IhGW2NIguW7qiDmpC0sDkMFMlk7cNz9q+gqgj9Lw7rrwoHjyMshhBCCCGE8OgiQB6CuTGN/apmUmWuyiwlmg6sWmWW5qga85yQzdwHsrizbBObsw0mKtaMCmxIYZZnfYarQXVoJpypIxnHMbIIGzpnoYnjRZD15NBeo1QmbyTtUz5zckgZdwP6VczJJhLQ3FjahDMyYuyyQmisqKxwmjUGUVaTczzN2fQZRZQNzcxmA6a9gjpZ768cvXHKlphDq0JWyM2ZS2ZSMAO3SnNhTIp6pZjQslI8g/e9kmm943KWFswpzCWRU6Zpj3Irb+zUkbHu0i/P9irvkDJbmrGmOEqjVy4NKDJjO29wHBBVkgiqCVgHPzMQObiq7uuwqNKvGUdYDCGEEEIIj9sR90AehQiQh1Ao5GzMZ4WRigmcdmOzZDZ0RtZeCWwCUgWV3su4kWf9aqZnGsJoxk5rFD/DqjU284wsieOl8ENlAwcajQkQUaobKkrPis6mDhi9+jlowqwi67ri6M7kK3bYZYc9FGfllb61sC+qp0LxzFba4BiQNbGQAZsJognFgIZIYmmNOu3iVZhwZpKZeSLRUC3s2ohXZ8+cKTuDKWYN1URWwJzqQtbEQKJoYZNCzkrKiSoNF2e3Vb5je7Q6UQGVxNz7EtRNHVAUa8aIYyaIQTkI4Q8NtkEeGmKzX0ncD4vi3j8nvVPx4XsWIcJiCCGEEEIIhxUB8hB0UBZaKAp4oSQFzaT1ovmxGoMUjsucDcmszNjdnRBpVJO+G1CErTTj+LyHHMNo9L2HSzdm0vrAnVQYfH0V1I0kirpTaX2ojY0svXHKJkZWACxpVMa+OMIhkciTsqUzQCiaSFooQ8I1URTcG+pKE2htgjr13YxaWIhQqjHTgqmw1yq1GSber8b6xACgqfdvomBO0cI8zShkFloAR3K/uDuKs9NGmhl1mgAQyQwuDAlSXvTQ3Cqo9uTXBHVhs2xg6xArquvhNp15X5fR1o8PBtx8n7AYcTGEEEIIIfz/k+iBDI9OUVIWZnnOAkWaM06Vas5k/TrpiLPXKjbBZsnkRcJ6VyKjOaLQUh8QUySBFvA+vKUP44EkgrnRMKo3VtZYsVxfOZ1orQdPwXF3CoVUlQ1PJN3ug2FSnyYqM6eo0gfLFJqDWcVs5EwzhPU1UnHmJmga2LPGZM6OLVGc5IbWHmqNBijeHEQY0sBMBzK5X+eloklYYlRxTrU9xIxWDQySKM2dRcp9mI9kautfOweyJ5LBPG2gopT1UBtdX0eFvmdx/2dZXz1Non0XI0RYDCGEEEII4SkWAfIQ5jpHVo02NXZapbhThsxWEdCBJpAQ5jonLwqi/aqlosy0MFcjaf9SmzSSJswrhjG5M3ll1/eYmFhRaQgVKFQcSJYpFGa192Am+rqJnDI6QNa+TIL1FFNxp1pltInmSrGG4BSU5E5GWDqsbGLlhmIMJNyFkhR1JUnCW2PQQqGwnZQZGS1AgirGiLGUxl5b4a2SyFTr127NGkPKFE2gQjLBFFQyyYy5ZppmiuZ+8vVajpxS7+f0h4bbVPe+VmM9LRUiLIYQQgghhLNA9ECGR1OtklOilBkDjq2760y09waKklFOMGNbZ/h6hQbramEV75dMfWLpS6ZW2WXCSTScgUpCMRcGCmKKWSWzQCWRc2GmGXIjiwKKHQQmp9qEu4JAq5W5KwVlUO29kdZYeSPjIMZMCiowXz8XrmSDLEoiM+TCIIINRiqZXZtAYNdr73OsFTRTrU97NWtoLohAr0kqlvoWzGROkYRr77l0QFQYUupVRFVsPQjHgGZ952KShyqPERZDCCGEEEI4O0SAPIRhGDghCxRFzRCHppCk4O40H3ufnxpNjD2fmGzJkok9Ko5SgQGjICiJTWZ4A7PeCzmTAiJslhmanEy/mtlwPCluBiaYC2YG0nsIs0NqoEnXg2aMHZ9AGrklXISiSvJEItGaM0N7NS8VZjrgMqECNmQmazSMM76+ejpONPqQnkEVaw0phUEyA4a5M0t92E3vv6T3KIrSuxAhp3Tws1mP3werM6z3MOZ132KExRBCCCGE8IzgRA9keHQLWVC9glcQpWrvRVz5Lru2x4rKksa/+f3M2w9TMDLCjMyGDwxkVtYYrTGQEVE0CxulcBCzpK+sV1WaN8SE5r3aKRVwUBJYQ0SYRJnaCrMVqhl3Z5BEVkGakmRONkHMUM3klBEcSdYDaepv9okJ3PAqsFpiKON6lUhtlVIyMynk1kguzFPBXRHrQ21QOXh9AZL2cLo/yMbM+s9ANSPRr6LmCIshhBBCCCE840SAPIRddvkvliy9Mnllry+cYEbvc9ygoMAP+QabNuCtgTuimZSgaGE7zfoWR+09fiJCFSebUN0oJCZ3aI54D1+tTkhKjFRGW6EOFSFLYnBjJoLoJgsprFqlWCJrYsrGIEJLjs5mD4U7BPFMq0azyrQfUAXEjZwLgxSKGcWFqhk8gxkLz2jOqCTEHcdRSSCQVR/x9erBUHpFUvrU1AiLIYQQQgjhB070QIZHc6adYZeKoixQttikOjT3vqDeQVMBUZ6VZ5D7sBiXfqVzwhES2R0xcMmIQaMi60msU62YNM6s+w19Ha/mImSHmS7IllCEakbRjEmjqqECKSekFJIIxQUlIy4sxyXmzi6OigC9klhyYUMS6oq0holgpghOdiXl3CuaIr0vUXqVFHqV8aDC6A7rq6r7KzT2f12ExRBCCCGEEH6wRIA8hOQJNUFbA01IzsxUmK1XcORcEGAzzyk6IPDQeg4Dp4FDFQdz3CeqOnttxBFElWTO1jBwXDcoZNTWAbUKKKBGTQ0k46poVuaa+/5FCg1nWVcsrbICRCaKG4IwL3NmKANKaxVBmawHO11XSuepV1H390+yf8VUhKyKpoQ7jwiCSl+zAY8MiyGEEEIIIZwTogcyPJpFXnDCDR16MHTp+xAHFWzdwyjW9zhivl7D0bBWaVSqwtgMlz6RVIBtKf+duAAADpJJREFUHdiQGYUM7ow0tCpVKnsykjXT1BhKIaswk4K4MJAZMfbqkl0b2QNUR8p6GM2izNkmkRCaNTCntt6D2PolWubDjPn6z+br3Yq+7lPMeB96I9qv4dL/vhCkX3V9WDUxwmIIIYQQQgjnlgiQh5A1s+FOE0FdDlZzmAvNG+CMNrJX9/i/bRfoFbmCUjRxQgZIStJEarBrE2bO5BPL/SuogzAryiBzBslkFwzHHHbbkjOtcsYrJWVSaxRNzMuCjX5ZFdSx1qimrNxIQAFKHlho2r9VSl2vzBBA3HuP4npKKu59zcb+L17vXoQIiyGEEEIIIXyP6IEMj6ZIYa9NGJXRjT0bAVh6X0YxlwwOm7MNLkjb9E7Fvt9w1UZW2hilggtZYZH7Tkllg7nkfmUUmLyybBMPtj3cIaVEtj5ddZ7nbK73Tk4yIg6TCaMbzZ0iQsqFmSZ0ff10v7pYvVcnE0JJuU9J3f/8w6ehrgNjhMUQQgghhBDCo4kAeQinxlOcWoe8BZkimWN5A3UQVxLCrq3499Z40FaY9F7CDRWGksmpkCQxSGKyShJlz0eWtuKU7fZdiKoUFzakME+FpANJhGZTv4bqwmSGMZKApJlNVZDeQ4k74k5dD7XBHREhqVLkocf7+xeF/X2NERZDCCGEEEJ4QqIHMjyaE+kE2300KtUbVSoP1j1chIYzl0RJwhZzfni+TdGyrgAagrPrI3s2MbVGM2OmGXVYSGGhBc0DScC90WoDSey1qQdFd4pmNnPuwU+1Xze1XnkUBGt2EAhnSQ96FB0eWV1URb/nTxdCCCGEEEIIhxMB8hB2bZcHcVSgSGJDC+fnGTllQHo5z42cEns+stsmlq3i7swkkVzY0EzSGeTeb6g4ZoaLMFpF3MkuiCjzVBi0D7MBwL3/QKjNUPrAnpLSQY/iw8MiPHQdNYQQQgghhPAU+O//B/wcEQHyEM5bnMf2up8QgeZG88qO7eEIe62SXNjxFVqFQTObOoAqgqA47k5zx91oZhT69dFBM8P6qunBdFMH3KitX5tV+u7FJNKvo4o8ND0VDnoa4zpqCCGEEEII4akUAfIQJpvY85HRnWpOXk8+LZ7JqmxIQXJikwVbZYHjmPfQOFqvGGYRsiayJjz1QKgiiEMzo63DIvRAmFN6RFgUONjLuH9dNYQQQgghhHCEogcyPBprRvLCtkgfkJMSDgwIvq4u7lcYV6314AfMysDMfd17+NAgm2oPVReTCAoMKfVhOLC+rspBWJSYjBpCCCGEEEI4C0SAPIQhDSiOArYeXDO6sbK+b1FEyLmwIYWtYYaK4u6oCNUNN2dyw+mVyLSuMMp/W6cBvZ2SCIwhhBBCCCGc/aIHMjya/eoiACIkTWyQkNQnmwrrtRhJcYdmDaNXF4W+z/HhYVEetnuxP2UExhBCCCGEEMLZLwLkIWTNPQzuXykFEMG8T1K1dbUR6z/rw6aj7tsf0iQPe54QQgghhBDCM5VED2R4dCklDDDrfYt1XUXcH3az36c4pHKweqMv3egiMIYQQgghhBB+EESAPAQzo7GejqpKediVU3c/qC7ur9aIwBhCCCGEEMI5IHogw6MppVDgEbsX91drPDwsRi9jCCGEEEII4QdZBMhD2K8y/vfAGEIIIYQQQjhHOdEDGR5dhMYQQgghhBBCiAAZQgghhBBCCE/MOdgDqUd9gBBCCCGEEEIIzwxRgQwhhBBCCCGEJ+Ic7IGMCmQIIYQQQgghhEOJCmQIIYQQQgghPBHRAxlCCCGEEEIIITy6pz1A3nPPPbzoRS9itVo93S8dQgghhBBCCE8el6f+x1nmaQ2QOzs73HLLLQzD8HS+bAghhBBCCCGEJ8HTFiDdnfe97328853vZLFYPF0vG0IIIYQQQghPPn+afpxlnpIhOp/+9Kf5xCc+8YiP/eiP/iivec1ruPjiiw/9PKvViq9//etP9vGeMsvl8hl13vCDLd6P4WwR78VwNon3YzibxPsRnve85x31EcLjJO7+tOTaV73qVVxwwQUA3H333VxyySXccccd3/f3fP3rX39GvameaecNP9ji/RjOFvFeDGeTeD+Gs0m8H5/Zbv+jf+L/XHv44tgT9U//+M9n1fvkaVvj8bnPfe7gv7/iFa/g4x//+NP10iGEEEIIIYQQngSxBzKEEEIIIYQQnoizsEfxqXYkAfKv/uqvjuJlQwghhBBCCCH8f4gKZAghhBBCCCE8bmfnnsan2tO6BzKEEEIIIYQQwjNXVCBDCCGEEEII4Yk4B3sgowIZQgghhBBCCOFQogIZQgghhBBCCI+XEz2QIYQQQgghhBCeGaZp4sYbb+TkyZO84Q1v4K677uLee+/lzW9+MydPnuTmm2/GzAD41Kc+xetf/3quuuoqPv/5zz/iee655x5e9KIXsVqtHvM1owIZQgghhBBCCE/EEfdA3nnnnZw4cYJbb72VU6dO8brXvY6LL76YG264gcsvv5ybbrqJu+66i0svvZTbb7+dz3zmM6xWK06ePMlLXvIShmFgZ2eHW265hWEYDvWaUYEMIYQQQgghhGegV7/61bz97W8/eJxS4mtf+xqXXXYZAC996Uv5m7/5G77yla/wghe8gGEY2N7e5sILL+Qb3/gG7s773vc+3vnOd7JYLA71mmd1BXK1WvH1r3/9qI/xuDzTzht+sMX7MZwt4r0Yzibxfgxnk3P9/Zhz5rnPfe5RH+MJueKKzD/901P/1+/+++/nPe95z8Hjq6++mquvvhqAzc1NAHZ2dnjb297GDTfcwC233IKIHHz+9OnT7OzssL29ffAcm5ub7Ozs8Lu/+7u87GUv4+KLLz70ec7qAHnppZce9RFCCCGEEEII4Xs8XcH3ec97Hi996Uv/x89/61vf4vrrr+fkyZO89rWv5dZbbz343JkzZzh27BhbW1ucOXPmER/f3t7mzjvv5IILLuAzn/kM999/P9deey133HHH9z3PWR0gQwghhBBCCCE8ugceeIBrr72Wm266iRe/+MUAPP/5z+fLX/4yl19+OV/4whe44ooruOSSS/jIRz7CarViHEfuueceLrroIj73uc8dPNcrXvEKPv7xjz/ma0aADCGEEEIIIYRnoI997GM8+OCD3Hbbbdx2220AvOc97+H9738/H/7wh3nOc57DlVdeSUqJa665hpMnT+LuvOMd72A2mz2h1xR3P+LZQSGEEEIIIYQQngliCmsIIYQQQgghhEOJABlCCCGEEEII4VAiQIYQQgghhBBCOJQIkE+i06dP80u/9Ev83M/9HFdffTX/8A//cNRHCue4z33uc7zrXe866mOEc5SZcdNNN3H11VdzzTXXcO+99x71kULgH//xH7nmmmuO+hjhHDdNEzfeeCMnT57kDW94A3fddddRHymEQ4sprE+iP/iDP+CKK67gLW95C//6r//Ku971Lv7kT/7kqI8VzlHvf//7+eIXv8jznve8oz5KOEf95V/+JeM48sd//Mfcfffd/PZv/zYf/ehHj/pY4Rz2+7//+9x5550sFoujPko4x915552cOHGCW2+9lVOnTvG6172OV77ylUd9rBAOJSqQT6K3vOUtvOlNbwKgtfaER+OG8GR44QtfyK/92q8d9THCOezv//7v+emf/mkALr30Ur761a8e8YnCue7CCy/kd37nd476GCHw6le/mre//e0Hj1NKR3iaEB6fqEA+QZ/+9Kf5xCc+8YiPfeADH+CSSy7h/vvv58Ybb+Td7373EZ0unEv+p/fia17zGr785S8f0alCgJ2dHba2tg4ep5SotZJz/KMnHI0rr7yS++6776iPEQKbm5tA/9/Jt73tbdxwww1HfKIQDi/+Kf4EvfGNb+SNb3zj93z8n//5n3nnO9/JL//yL3PZZZcdwcnCueZ/ei+GcNS2trY4c+bMwWMzi/AYQghr3/rWt7j++us5efIkr33ta4/6OCEcWlxhfRL9y7/8C29/+9v50Ic+xMte9rKjPk4IIRypF77whXzhC18A4O677+aiiy464hOFEMLZ4YEHHuDaa6/lxhtv5A1veMNRHyeExyW+Ffwk+tCHPsQ4jvzWb/0W0L/7HgMjQgjnqle96lV86Utf4k1vehPuzgc+8IGjPlIIIZwVPvaxj/Hggw9y2223cdtttwF9yNN8Pj/ik4Xw2MTd/agPEUIIIYQQQgjh7BdXWEMIIYQQQgghHEoEyBBCCCGEEEIIhxIBMoQQQgghhBDCoUSADCGEEEIIIYRwKBEgQwghhBBCCCEcSqzxCCGE8LT493//d2699Va+/e1vM5/Pmc/n3HjjjfzFX/wF559/Pm9+85sf8et//Md/nBe84AUALJdLfuqnfoq3vvWtqMb3PkMIIYSjEgEyhBDCU25vb4/rrruO3/zN3zwIhV/5ylf4jd/4DS677LJH/T3Hjx/n9ttvB8Ddufnmm7njjju45pprnrZzhxBCCOGR4tu4IYQQnnKf//znueKKKw7CI8All1zCH/7hHx7q94sIP//zP8+f/dmfPVVHDCGEEMIhRAUyhBDCU+6+++7jwgsvPHh83XXXsbOzw3/+53/yEz/xE5x//vmP+Rznn38+p06deiqPGUIIIYTHEAEyhBDCU+6CCy7gq1/96sHjj370owBcddVVtNYO9Rzf/OY3ueCCC56S84UQQgjhcOIKawghhKfcK1/5Sv72b/+Wu+++++Bj9957L9/+9rcRkcf8/WbGxz/+cX72Z3/2qTxmCCGEEB6DuLsf9SFCCCH84Lvvvvv40Ic+xP3330+tlZwzv/ALv8BXvvIVPvvZz3LeeecBsLm5ye23334whVVEqLXykz/5k1x//fWHCpwhhBBCeGpEgAwhhBBCCCGEcChxhTWEEEIIIYQQwqFEgAwhhBBCCCGEcCgRIEMIIYQQQgghHEoEyBBCCCGEEEIIhxIBMoQQQgghhBDCoUSADCGEEEIIIYRwKBEgQwghhBBCCCEcyv8DPbKIVUXtEJ8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "\n",
    "for i, (alpha, beta) in enumerate(zip(trace_rw[::25]['alpha'].T, \n",
    "                                      trace_rw[::25]['beta'].T)):\n",
    "    for a, b in zip(alpha[::25], beta[::25]):\n",
    "        ax.plot(x,\n",
    "                a + b*x,\n",
    "                alpha=.01,\n",
    "                lw=.5,\n",
    "                c=cmap(colors_sc[i]))\n",
    "        \n",
    "points = ax.scatter(prices_normed.GLD,\n",
    "                    prices_normed.GFI,\n",
    "                    c=colors,\n",
    "                    s=5, \n",
    "                    cmap=cmap)\n",
    "\n",
    "cbar = plt.colorbar(points)\n",
    "cbar.ax.set_yticklabels(dates);\n",
    "\n",
    "ax.set_xlabel('GLD')\n",
    "ax.set_ylabel('GFI')\n",
    "ax.set_title('Posterior predictive regression lines')\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "278.188px"
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